{"id":"W4363650222","doi":"10.5465/amj.2022.0105","title":"Coherence within and across Categories: The Dynamic Viability of Product Categories on Kickstarter","year":2023,"lang":"en","type":"article","venue":"Academy of Management Journal","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Optimal distinctiveness theory; Product category; Extant taxon; Argument (complex analysis); Product (mathematics); Coherence (philosophical gambling strategy); Salience (neuroscience); Cognitive psychology; Psychology; Social psychology; Mathematics; Statistics; Evolutionary biology","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":[0.001249856,0.0001403246,0.0002432898,0.00008104213,0.0002075295,0.00004799145,0.0003756278,0.00002264196,0.00007749666],"category_scores_gemma":[0.000006259716,0.00009541048,0.00009066496,0.0004148331,0.0002299383,0.0001131137,0.0002176466,0.0003524802,0.00000455453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000180263,"about_ca_system_score_gemma":0.00001000778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004134309,"about_ca_topic_score_gemma":0.000004671597,"domain_scores_codex":[0.9987086,0.00009495486,0.0004497762,0.0002081825,0.0003054135,0.0002330859],"domain_scores_gemma":[0.9992576,0.00008709517,0.000377,0.000193041,0.00004548689,0.00003978502],"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":[0.0003777023,0.0005283324,0.3575992,0.0006749872,0.003808654,0.00001056367,0.01807461,0.004756762,0.0029654,0.2330341,0.03327394,0.3448958],"study_design_scores_gemma":[0.0007354711,0.0002002728,0.3851149,0.0001698782,0.000274684,0.000005214256,0.009215512,0.002971192,0.009763611,0.5852598,0.005843872,0.0004456019],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938692,0.00006731867,0.001998813,0.002233031,0.00006002812,0.0003613122,0.00001211369,0.00003714306,0.00136102],"genre_scores_gemma":[0.9989738,0.0000376113,0.0003896366,0.00003505811,0.00008111383,0.00001770469,0.000003986163,0.00001006274,0.0004509532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3522257,"threshold_uncertainty_score":0.3890726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.017671407962644,"score_gpt":0.3060747584083741,"score_spread":0.2884033504457301,"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."}}