{"id":"W4411657442","doi":"10.51847/8htqc1i","title":"10.51847/8htqc1I","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; Pedagogy; Sociology","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":[0.0001517765,0.00004661581,0.00005868842,0.00001898128,0.0002154344,0.00003518823,0.0001602606,0.00002477031,0.9972848],"category_scores_gemma":[0.00002379961,0.00004428024,0.00002813023,0.00008418749,0.00004682871,0.0000622942,0.00001310256,0.00002871091,0.9755559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004732934,"about_ca_system_score_gemma":0.0000302831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001727821,"about_ca_topic_score_gemma":0.000001547423,"domain_scores_codex":[0.9993851,0.00003366718,0.00006986005,0.0001028376,0.0002517128,0.0001568081],"domain_scores_gemma":[0.9997517,0.00003993115,0.00001015007,0.00008734098,0.000007659191,0.0001032438],"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":[0.000008608792,0.0001006342,0.0000565874,7.159698e-7,0.00001223201,8.841195e-7,0.0009899423,0.00002989669,0.000004171044,0.0001779156,0.06062682,0.9379916],"study_design_scores_gemma":[0.00004403752,0.00001370755,0.003788965,0.000001744605,0.000003741251,1.012422e-7,0.00003083747,0.000001009334,4.839692e-7,0.000009171337,0.996043,0.00006316961],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007526645,0.00001954904,7.442698e-8,0.003640235,0.000004937308,0.00009231894,0.000002565523,0.00003286348,0.9886808],"genre_scores_gemma":[0.001879434,0.000001695327,0.00005188319,0.0002321082,0.0001669986,0.000009777824,0.000003098461,0.000005026865,0.99765],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9379284,"threshold_uncertainty_score":0.1805696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01098859803237892,"score_gpt":0.2568581473089131,"score_spread":0.2458695492765342,"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."}}