{"id":"W4407275852","doi":"10.70266/9783886177158","title":"10.70266/9783886177158","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":"Medicine; Humanities; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":["insufficient_payload"],"category_scores_codex":[0.0003368585,0.0001623519,0.0002800005,0.00009344352,0.0006302223,0.00002953577,0.0002957837,0.0004026123,0.995119],"category_scores_gemma":[0.0001493259,0.0001713461,0.00009942855,0.00009419877,0.0004059647,0.00004434419,0.00004180965,0.0002179111,0.9951179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000208298,"about_ca_system_score_gemma":0.0007505991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007830367,"about_ca_topic_score_gemma":1.198744e-7,"domain_scores_codex":[0.9989245,0.0001101246,0.0001633699,0.0002597772,0.0002232919,0.0003189253],"domain_scores_gemma":[0.999243,0.0002661548,0.00006653101,0.0001943231,0.00009003611,0.0001399189],"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":[0.000009307161,0.00001199018,2.020398e-7,0.000002929661,0.0000434731,0.000001141414,0.001805958,3.579306e-7,2.394163e-8,0.0001517425,0.9756703,0.02230258],"study_design_scores_gemma":[0.00004073735,0.00002552369,0.00001550985,0.00002134811,0.00003624081,3.210375e-7,0.00006538392,4.352822e-8,7.156412e-8,0.0006243574,0.9989736,0.0001968661],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000285746,0.0006336892,4.282176e-8,0.001158547,0.00004179874,0.0002206193,0.0000195985,0.0001486775,0.9977742],"genre_scores_gemma":[0.000001074818,0.00001737975,0.00001652498,0.0002526493,0.001566818,0.00003922111,0.00004164994,0.00002109882,0.9980436],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02330331,"threshold_uncertainty_score":0.6987292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02536985023921818,"score_gpt":0.2836135092777999,"score_spread":0.2582436590385817,"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."}}