{"id":"W4311938375","doi":"10.32920/21689717.v1","title":"Denim jeans: A qualitative study of product cues, body type and appropriateness of use","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Color perception and design","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Faculty of Communication and Design, Ryerson University","keywords":"Denim; Clothing; Purchasing; Product (mathematics); Consumer research; Value (mathematics); Psychology; Qualitative research; Advertising; Order (exchange); Marketing; Social psychology; Sociology; Business; Mathematics; Social science; Statistics; Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008776725,0.00021665,0.0005826094,0.000221792,0.0000377257,0.00001729649,0.0002434432,0.0001201116,0.008166215],"category_scores_gemma":[0.0001746834,0.0001925079,0.00006061726,0.0002766761,0.0000997473,0.00003781436,0.0005340145,0.0003833083,0.00001940487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003227358,"about_ca_system_score_gemma":0.000100538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004724789,"about_ca_topic_score_gemma":0.0002820958,"domain_scores_codex":[0.9969329,0.001402275,0.0005622933,0.0006681253,0.0002872735,0.0001471261],"domain_scores_gemma":[0.9982328,0.0002554209,0.0003356274,0.000791223,0.0003367481,0.00004811599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002825393,0.006903606,0.02078378,0.0004722846,0.001214372,0.00002571795,0.9488268,0.00008821981,0.001941049,0.005729896,0.009302008,0.001886805],"study_design_scores_gemma":[0.00279864,0.003398009,0.2478862,0.00005078151,0.000361766,0.000009653909,0.7407851,0.00003905499,0.0001105066,0.001684159,0.002200145,0.0006759828],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925202,0.0002296865,0.0001902994,0.00005094631,0.00076196,0.001662832,0.00004891111,0.00005469877,0.004480529],"genre_scores_gemma":[0.9858056,0.0000312274,0.0004807925,0.00003019916,0.00003941866,0.0002080175,0.00004359488,0.00002806435,0.01333309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2271024,"threshold_uncertainty_score":0.9927405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.174397337474671,"score_gpt":0.4461140759168807,"score_spread":0.2717167384422097,"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."}}