{"id":"W4285303940","doi":"10.2139/ssrn.4088838","title":"AI Adoption in a Competitive Market","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Economics; Externality; Microeconomics; Variable (mathematics); Competitive equilibrium; Industrial organization; Network effect; Process (computing); Price elasticity of demand; Complement (music); Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002108339,0.0001501778,0.0001894085,0.001189833,0.001426683,0.003924853,0.0005346251,0.001772551,0.01346551],"category_scores_gemma":[0.01218539,0.0001290139,0.0002414199,0.001045135,0.001270462,0.003585507,0.001452299,0.001219364,0.001029612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001463788,"about_ca_system_score_gemma":0.001585576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007687669,"about_ca_topic_score_gemma":0.01112655,"domain_scores_codex":[0.9984831,0.0005272528,0.00005962691,0.0001670009,0.0003551833,0.0004077864],"domain_scores_gemma":[0.9887276,0.005673998,0.001929296,0.0004161161,0.001523686,0.001729298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002679315,0.007093857,0.5267531,0.0003308949,0.0001594621,0.00324555,0.0368907,0.005300558,0.01001781,0.1858115,0.01045012,0.211267],"study_design_scores_gemma":[0.0002721016,0.002237599,0.7540651,0.0001522623,0.0001436497,0.001038876,0.1038168,0.02991983,0.003243837,0.06234884,0.04262194,0.0001391797],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643484,0.00009020272,0.0002908283,0.0009780638,0.0000165678,0.00001869203,0.00002730335,0.00001192942,0.03421811],"genre_scores_gemma":[0.9983054,0.00003563374,0.00007464649,0.00006232643,0.00001049103,0.000003868355,0.0000129939,0.000002698107,0.001492015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01346551,"threshold_uncertainty_score":0.04504657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005906358094277956,"score_gpt":0.1839443486605065,"score_spread":0.1780379905662285,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}