{"id":"W4311058662","doi":"10.1002/arcp.1085","title":"Wisdom from words: The psychology of consumer language","year":2022,"lang":"en","type":"article","venue":"Consumer Psychology Review","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Key (lock); Consumer research; Psychology; Space (punctuation); Consumer behaviour; Psychological research; Epistemology; Cognitive science; Sociology; Computer science; Social psychology; Marketing","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":[0.0062714,0.0003259205,0.0006113051,0.005420189,0.001395611,0.008888432,0.0008629967,0.002478849,0.003198508],"category_scores_gemma":[0.01972696,0.0002720537,0.0002742114,0.004787955,0.01814804,0.009002488,0.001480204,0.003898282,0.0004477043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003068662,"about_ca_system_score_gemma":0.00324879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002777391,"about_ca_topic_score_gemma":0.003401612,"domain_scores_codex":[0.9946135,0.003401408,0.0002103086,0.000262813,0.001396668,0.0001152211],"domain_scores_gemma":[0.9669482,0.02800417,0.001417102,0.0006313979,0.002626466,0.0003726616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006309751,0.00003748243,0.001521381,0.002478267,0.00007137881,0.0003879398,0.02888942,0.0004584123,0.0007674363,0.7643486,0.02552656,0.1754501],"study_design_scores_gemma":[0.00001684919,0.0000448197,0.006928735,0.005071891,0.00004162674,0.0006922774,0.01768048,0.0007620806,0.0003613045,0.8038571,0.1644795,0.00006334711],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03424527,0.6182643,0.01815992,0.1809374,0.003629562,0.00005797844,0.0001141055,0.00006291141,0.1445284],"genre_scores_gemma":[0.6363786,0.326511,0.006163147,0.01746062,0.005622882,0.00006792424,0.00006967654,0.00007107342,0.007655092],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008888432,"threshold_uncertainty_score":0.03316677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06042924730968198,"score_gpt":0.3554491577632699,"score_spread":0.2950199104535879,"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."}}