{"id":"W4327727619","doi":"10.1287/isre.2023.1209","title":"Extended Generativity Theory on Digital Platforms","year":2023,"lang":"en","type":"article","venue":"Information Systems Research","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Generativity; Computer science; Data science; Knowledge management; Psychology; Social psychology","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":[0.002967436,0.0006257509,0.000405363,0.004148469,0.00220162,0.005767392,0.001444871,0.001617767,0.008245049],"category_scores_gemma":[0.01143338,0.000308441,0.0008156915,0.003687821,0.01327703,0.01543896,0.005079427,0.00247143,0.0008515656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002936102,"about_ca_system_score_gemma":0.001492886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001404127,"about_ca_topic_score_gemma":0.0009375947,"domain_scores_codex":[0.9968419,0.001500612,0.0001352325,0.0004304806,0.0007827431,0.0003089835],"domain_scores_gemma":[0.9898706,0.007138526,0.001069968,0.0008462673,0.0005843522,0.0004903739],"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":[0.00001006682,0.000009571901,0.0009309737,0.00003667969,0.000005642049,0.0001835339,0.003167785,0.00131782,0.0001054552,0.9841229,0.001101719,0.009007861],"study_design_scores_gemma":[0.00001067181,0.00002711418,0.001703376,0.0001240001,0.0000100978,0.0001856588,0.00283174,0.00669422,0.0001739339,0.9467354,0.04148767,0.00001611188],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1818547,0.00477798,0.1914635,0.01604007,0.0006082794,0.0001793866,0.0002804667,0.0002154374,0.6045802],"genre_scores_gemma":[0.9685861,0.001957634,0.0132726,0.0007308227,0.0005269298,0.0001908637,0.0000912203,0.0000869234,0.01455677],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008245049,"threshold_uncertainty_score":0.02758247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09098860340694392,"score_gpt":0.3027680173393194,"score_spread":0.2117794139323754,"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."}}