{"id":"W4238557543","doi":"10.5040/9781474260428-fpa234","title":"Dsquared2","year":2015,"lang":"en","type":"book-chapter","venue":"Bloomsbury eBooks","topic":"Crafts, Textile, and Design","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002173922,0.0005653693,0.0005945203,0.0002213263,0.000271965,0.000292025,0.0003680202,0.0003316903,0.01579369],"category_scores_gemma":[0.00001183779,0.0005182512,0.0003257151,0.000002463956,0.0005068114,0.0000698988,0.0001048599,0.000479487,0.003828614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007570216,"about_ca_system_score_gemma":0.0002017177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007528902,"about_ca_topic_score_gemma":0.0003640241,"domain_scores_codex":[0.998099,0.00001943802,0.000471298,0.0005087252,0.0005152739,0.0003862075],"domain_scores_gemma":[0.9985293,0.00006614269,0.0002063656,0.0006933003,0.0002744774,0.0002304495],"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":[0.00002083607,0.00001196226,2.09092e-7,0.00003235958,0.00006373842,0.00007152482,0.003165309,1.345555e-7,0.000002779343,0.6891678,0.2860019,0.02146139],"study_design_scores_gemma":[0.0003433746,0.0001338681,2.7863e-7,0.0001230378,0.0001422293,0.00001352583,0.0001675491,0.000003225914,0.000007924389,0.1281895,0.8702943,0.000581165],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001800924,0.003732776,0.000009824247,0.0000354438,0.001575205,0.0003938938,0.0002007644,0.0003711575,0.993663],"genre_scores_gemma":[0.001521703,0.00003372709,0.0000287092,0.0004422686,0.004124634,0.0000252363,0.00007765796,0.0001724389,0.9935736],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5842924,"threshold_uncertainty_score":0.9997269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1033917465022985,"score_gpt":0.2359011996258562,"score_spread":0.1325094531235577,"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."}}