{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002347623,0.0002542888,0.0003240073,0.001209248,0.000133375,0.0002352478,0.0006960146,0.0001239022,0.0007015136],"category_scores_gemma":[0.0002903486,0.0002357478,0.00003776808,0.01720251,0.0001046831,0.002532199,0.0006025477,0.0002721468,0.002556349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002911701,"about_ca_system_score_gemma":0.00001149242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002496409,"about_ca_topic_score_gemma":6.429967e-7,"domain_scores_codex":[0.9981181,0.000001889991,0.0008348236,0.000453026,0.0003104303,0.0002817515],"domain_scores_gemma":[0.9983866,0.000005811725,0.0005091907,0.0004341992,0.0006586684,0.000005488707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005036954,0.00002749726,0.001504916,0.002388232,0.00003038364,0.000007534365,0.00000132769,0.000002620494,0.0000562653,0.6902157,0.08587615,0.2198844],"study_design_scores_gemma":[0.000191671,0.00001068335,0.0002364738,0.0007867551,0.00006461595,0.000002581136,0.00003293501,0.0004411101,0.0000592681,0.01711891,0.9807653,0.0002897218],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02260815,0.007470289,0.1749226,0.5861053,0.001223807,0.005613096,0.00004064894,0.006074276,0.1959418],"genre_scores_gemma":[0.7239858,0.004554173,0.001668582,0.2655497,0.0009427637,0.0003175321,0.002098522,0.00008936232,0.00079362],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8948891,"threshold_uncertainty_score":0.9982203,"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."}}