Artificial intelligence (AI) has been altering industries as evidenced by Airbnb, Uber and other companies that have embraced its use to implement innovative new business models. Yet we may not fully understand how this emerging and rapidly advancing technology influences business model innovation. While many companies are being made vulnerable to new competitors equipped with AI technology, this study attempts to focus on the proactive side of the use of AI technology to drive business model innovation. Describing AI technology as the catalyst of business model innovation, this study sheds light on contingent factors shaping business model innovation initiated by the emerging technology. This study first provides a brief overview of AI, current issues being tackled in developing AI and explains how it transforms business models. Our case study of two companies that innovated their business models using AI shows its potential impact. We also discuss how executives can create an innovative AI-based culture, which rephrases the process of AI-based business model innovation. Companies that successfully capitalize on AI can create disruptive innovation through their new business models and processes, enabling them to potentially transform the global competitive landscape.
Fluoxetine, a selective serotonin reuptake inhibitor, was compared with mianserin and placebo in a double-blind study. In total, 81 depressed patients were included. Patients were rated weekly on the Hamilton Depression Rating Scale (HDRS) and the Montgomery & Asberg Depression Rating Scale (MADRS). The duration was 6 weeks, and 52 patients completed the study. Significantly more patients on fluoxetine improved than patients on placebo. For mianserin no significant differences were found with either fluoxetine or placebo. Mean HDRS at the end of the study was also statistically significantly lower for fluoxetine, but not for mianserin, than placebo. Subscores of the MADRS showed improved sleep on mianserin at weeks 2 and 3. Suicidal feelings were reduced to a greater degree on fluoxetine than on mianserin and placebo at weeks 6 and 7. Fluoxetine induced weight loss, while patients on mianserin gained weight. Side effects were present in most patients on the two active drugs; those on fluoxetine experienced nausea and vomiting, and those on mianserin drowsiness.
1 There have been few controlled prospective investigations into the prevention of suicidal behaviour and by and large they have failed to demonstrate the efficacy of social work, psychotherapy or psychiatric treatment. 2 A group of 58 high‐risk patients with multiple episodes of suicidal behaviour was treated with mianserin 30 mg at night or placebo in a six month double‐blind trial of the efficacy of an antidepressant in reducing suicidal behaviour. 3 Patients were screened for depression, schizophrenia and organic disease. Patients were diagnosed as suffering from personality disorders according to DSM‐III criteria mainly borderline or histrionic. 4 There was no significant difference in outcome between the mianserin and placebo treated group at any point in the six month study. 5 An item analysis of the MADRS showed that at entry the item ‘reduced appetite’ predicted subsequent suicidal attempt. The total MADRS score did not predict further suicidal acts at entry but was highly significant at four weeks. At four weeks the items ‘reduced sleep’ and ‘reduced appetite’ were highly significant predictors of further suicidal acts and the items ‘lassitude’, ‘suicidal thoughts’, ‘inability to feel’ and ‘pessimistic thoughts' were significant predictors.
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