{"id":"W3097126352","doi":"10.22215/timreview/1392","title":"AI-Driven Digital Platform Innovation","year":2020,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Value (mathematics); Digitization; Business; Data science; Industrial organization; Computer science; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001730768,0.0003535358,0.0001934034,0.001771827,0.0005516628,0.004096996,0.0009057218,0.001498241,0.01743082],"category_scores_gemma":[0.005438194,0.0001173502,0.0002807431,0.002257589,0.001492919,0.003560793,0.001581006,0.001364871,0.00296282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001925198,"about_ca_system_score_gemma":0.001799522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001385772,"about_ca_topic_score_gemma":0.001190324,"domain_scores_codex":[0.9987484,0.0003385666,0.00005742772,0.00013638,0.0005875035,0.0001316237],"domain_scores_gemma":[0.9948461,0.002999417,0.000636187,0.0003191837,0.000947052,0.0002520529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004191135,0.00007821272,0.002095524,0.003137528,0.00005331834,0.0002820381,0.000596738,0.00419355,0.001610601,0.5331388,0.02942601,0.4253458],"study_design_scores_gemma":[0.00001840434,0.00008582871,0.003204009,0.002480995,0.00004873189,0.0006980011,0.000887631,0.007549391,0.001908772,0.2584331,0.724649,0.00003608814],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02691341,0.2094573,0.03561782,0.0381872,0.001685459,0.0002058988,0.0004190281,0.0003818814,0.687132],"genre_scores_gemma":[0.6633239,0.2468656,0.02086941,0.006361014,0.002470355,0.0002669926,0.0006118508,0.00009015647,0.05914071],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01743082,"threshold_uncertainty_score":0.05831188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09172254203820862,"score_gpt":0.3113123618098304,"score_spread":0.2195898197716218,"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."}}