{"id":"W3199583020","doi":"10.2139/ssrn.3842153","title":"Incentivizing Mass Creativity: An Empirical Study of the Online Publishing Market","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Toronto","funders":"","keywords":"Creativity; Publishing; Business; Advertising; Psychology; Political science; Social psychology; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002799487,0.000173534,0.0002573469,0.0001637654,0.0004202733,0.0008512351,0.0005200413,0.00006255207,0.0002246164],"category_scores_gemma":[0.0004418692,0.0001310094,0.0001345258,0.0008699039,0.0000330627,0.002443952,0.0003109331,0.001813531,0.00000209266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001960528,"about_ca_system_score_gemma":0.0007296565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004498441,"about_ca_topic_score_gemma":0.01137662,"domain_scores_codex":[0.9974852,0.0001955818,0.0004001328,0.0002649996,0.0005202524,0.001133855],"domain_scores_gemma":[0.998856,0.00009339605,0.0003554791,0.0003451431,0.000330792,0.0000191668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005483693,0.0007860183,0.9375975,0.0000147292,0.00008804224,0.00001739941,0.0001668767,0.000007534393,0.000546609,0.0008319664,0.0002071545,0.05968136],"study_design_scores_gemma":[0.00240788,0.00009532829,0.9177378,0.0001160472,0.0005582831,0.0001507987,0.04505925,0.001677041,0.00004719721,0.023815,0.007891258,0.0004440841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932759,0.0003808156,0.0003450516,0.001376638,0.0003675253,0.0001414271,0.000001473259,0.00003103187,0.0040801],"genre_scores_gemma":[0.9982106,0.00007658442,0.00003021597,0.000325325,0.000646428,0.000002503454,0.000006367962,0.00002673985,0.000675255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05923728,"threshold_uncertainty_score":0.8208479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02962485066999557,"score_gpt":0.2854147196815774,"score_spread":0.2557898690115818,"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."}}