{"id":"W4205389021","doi":"10.1093/jcr/ucab046","title":"Consumer Timework","year":2021,"lang":"en","type":"article","venue":"Journal of Consumer Research","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Consumption (sociology); Negotiation; Extant taxon; Consumer research; Sociology; Dynamics (music); Consumer behaviour; Marketing; Resource (disambiguation); Business; Social science; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003061009,0.00006079517,0.0001779779,0.0001140632,0.0005416042,0.0002170819,0.0002780856,0.0001162263,0.006030649],"category_scores_gemma":[0.001903439,0.00004817204,0.00009061876,0.0007238067,0.0004681986,0.0001298118,0.00008256698,0.0007982823,0.0002215287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001734385,"about_ca_system_score_gemma":0.002357861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000274668,"about_ca_topic_score_gemma":0.000389281,"domain_scores_codex":[0.9972439,0.0006201196,0.0003306443,0.0001030486,0.001287696,0.0004145275],"domain_scores_gemma":[0.9965914,0.000544064,0.0001039347,0.0001172405,0.002363216,0.0002800711],"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":[0.00003577706,0.00007346995,0.01347123,0.000006086505,0.0001093594,0.0004211703,0.002500752,7.029334e-7,0.0005826047,0.003258384,0.9293762,0.0501643],"study_design_scores_gemma":[0.0002210925,0.00002092167,0.001539197,0.00006447052,0.000008573872,0.00004476988,0.00608848,5.370666e-7,0.0009671879,0.0009176081,0.9900614,0.00006575607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6214761,0.03782423,0.00004966477,0.1087161,0.002239524,0.0003673279,0.000007318787,0.00002580364,0.229294],"genre_scores_gemma":[0.7699355,0.007517612,0.00124495,0.0003197166,0.0008446727,0.000004024902,0.000001391731,0.00001565283,0.2201164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1484595,"threshold_uncertainty_score":0.994878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2203717054576111,"score_gpt":0.459040896253865,"score_spread":0.2386691907962538,"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."}}