{"id":"W3169316877","doi":"10.53762/t2ygpe02","title":"10.53762/t2ygpe02","year":2000,"lang":"en","type":"review","venue":"Time to knit","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Linguistics; Speech recognition; Computer science; 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":[0.00030612,0.0001875086,0.0006510035,0.0001244669,0.0003008791,0.0000634177,0.0003762277,0.000153855,0.990086],"category_scores_gemma":[0.0001750699,0.0001640372,0.0002084081,0.0004596176,0.0001029293,0.00004222187,0.00004187966,0.0001290324,0.9894556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001392809,"about_ca_system_score_gemma":0.0004533305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001256791,"about_ca_topic_score_gemma":0.00000251097,"domain_scores_codex":[0.9987706,0.0002015601,0.000250508,0.0002474594,0.0002397613,0.0002901005],"domain_scores_gemma":[0.9993654,0.0001731272,0.00008416577,0.0002151311,0.00004804739,0.0001141448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[2.980278e-7,0.0000103856,1.250212e-9,0.0001105392,0.00001728361,3.055993e-7,0.0002247773,9.340392e-9,1.898467e-10,0.00002093007,0.3331113,0.6665041],"study_design_scores_gemma":[0.0000161292,0.00001241218,6.053035e-8,0.0008374504,0.0001077239,5.399008e-7,0.00002361007,2.50209e-8,1.775453e-9,0.000005780546,0.9988002,0.0001960646],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[2.762149e-9,0.4889205,9.555067e-9,0.0001661103,0.00001262155,0.0002155115,0.000007379875,0.00005016524,0.5106277],"genre_scores_gemma":[7.557606e-10,0.4780451,0.000008669307,0.00002449729,0.000394168,0.00004274899,0.000009364468,0.000011663,0.5214638],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6663081,"threshold_uncertainty_score":0.6689242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05538082547510705,"score_gpt":0.3495216504629767,"score_spread":0.2941408249878696,"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."}}