{"id":"W4407276176","doi":"10.70266/9783886177493","title":"10.70266/9783886177493","year":2000,"lang":"en","type":"book","venue":"Time to knit","topic":"Sociology and Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003407349,0.0001624987,0.0002792107,0.00009293573,0.0006385404,0.00002940568,0.0002947207,0.0004000877,0.9956276],"category_scores_gemma":[0.0001496645,0.0001710075,0.00009929385,0.00009343231,0.0004039577,0.00004373044,0.00004175111,0.0002173408,0.9958194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002075795,"about_ca_system_score_gemma":0.0007370731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007498082,"about_ca_topic_score_gemma":2.937427e-8,"domain_scores_codex":[0.9989256,0.000111378,0.0001630355,0.0002592746,0.0002227212,0.000318045],"domain_scores_gemma":[0.999245,0.0002651468,0.00006641234,0.0001939842,0.00008982103,0.0001396374],"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":[0.000008962388,0.00001208065,2.029841e-7,0.000002924838,0.00004386881,0.000001154112,0.00173252,3.545025e-7,2.501064e-8,0.0001487468,0.9861433,0.01190586],"study_design_scores_gemma":[0.00004012958,0.00002544884,0.00001501001,0.00002129644,0.00003619222,3.262157e-7,0.00006557294,4.280401e-8,7.278284e-8,0.0006034056,0.9989961,0.0001964338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002868379,0.0006268979,4.177302e-8,0.0009482329,0.00004151352,0.0002188421,0.00001916946,0.0001521106,0.9979903],"genre_scores_gemma":[0.00000110742,0.000017183,0.00001643508,0.0002497001,0.001539051,0.00004109889,0.00004102597,0.00002107824,0.9980733],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01285277,"threshold_uncertainty_score":0.6973485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02520784293644752,"score_gpt":0.2831280282927613,"score_spread":0.2579201853563138,"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."}}