{"id":"W4394515718","doi":"10.6084/m9.figshare.7519310","title":"Connoisseurship Consumption Community and Its Dynamics","year":2018,"lang":"en","type":"dataset","venue":"Figshare","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dynamics (music); Consumption (sociology); Computer science; Sociology; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001677251,0.0002943386,0.0002462412,0.0002882686,0.0005084439,0.0007399682,0.0004725943,0.0003137737,0.1636983],"category_scores_gemma":[0.0007040763,0.0003192603,0.00006858027,0.0001664291,0.00002917097,0.0005791025,0.0004178556,0.0005866766,0.02459732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004550798,"about_ca_system_score_gemma":0.00002416392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001840393,"about_ca_topic_score_gemma":0.001469351,"domain_scores_codex":[0.998903,0.00004726647,0.0003021609,0.0003041508,0.0002258774,0.0002175766],"domain_scores_gemma":[0.9985492,0.00009361004,0.0003993158,0.0005539984,0.000380322,0.000023572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001045484,0.00004995522,0.0000777387,0.001454185,0.00001425233,0.000002932443,0.000002782132,2.373417e-8,0.000002290157,0.00001958442,0.9963045,0.002061269],"study_design_scores_gemma":[0.0002481724,0.000002489759,0.01570206,0.001050527,0.0001226794,0.000005728092,0.0000151874,0.0001300975,0.000002400576,0.00003788997,0.9823225,0.0003603368],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.002678314,0.0002520588,4.0906e-8,0.00005983003,0.0003562449,0.0003672896,0.99606,0.0001237884,0.0001024818],"genre_scores_gemma":[0.002384874,0.00003696842,8.1659e-7,0.0005042227,0.0004745803,0.0001577219,0.9962096,0.00002497376,0.0002062947],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.139101,"threshold_uncertainty_score":0.999926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1238705443826926,"score_gpt":0.3013931871960749,"score_spread":0.1775226428133823,"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."}}