{"id":"W4392499911","doi":"10.32920/25355839.v1","title":"Fashion Studies","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Fashion and Cultural Textiles","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000569206,0.0001895503,0.0002136847,0.00005197604,0.0001074115,0.0004135188,0.0001367351,0.00006689971,0.007742117],"category_scores_gemma":[0.00001261855,0.0001119539,0.0001590384,0.000008104809,0.0001398628,0.00002881413,0.0007319869,0.0003804692,0.00382721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002943932,"about_ca_system_score_gemma":0.00001848456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001782847,"about_ca_topic_score_gemma":0.001238755,"domain_scores_codex":[0.999304,0.0000160161,0.0001701284,0.0002612444,0.0001294529,0.0001191649],"domain_scores_gemma":[0.9996523,0.00001880233,0.00003344702,0.0001665554,0.0001004448,0.00002841487],"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":[4.884101e-7,0.00000719344,2.247288e-7,0.0002731522,0.0001123788,0.000005050902,0.06507973,0.000001511867,0.000003849083,0.7025643,0.2297873,0.002164813],"study_design_scores_gemma":[0.00004180953,0.00001957681,0.000003327329,0.0003040452,0.00008149703,0.000001128051,0.1487191,0.00004354111,0.000019827,0.1110849,0.7393587,0.0003225621],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1043975,0.002337959,4.058735e-7,0.003313529,0.006390621,0.0001545894,0.00003227499,0.0006204734,0.8827527],"genre_scores_gemma":[0.5934587,0.0003872403,0.00001600163,0.0004666468,0.001049588,0.00002931343,0.00002243896,0.00001366619,0.4045565],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5914794,"threshold_uncertainty_score":0.9969484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.15490488653953,"score_gpt":0.3229246678112723,"score_spread":0.1680197812717423,"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."}}