{"id":"W4411656682","doi":"10.51847/kpaocfsqvj","title":"10.51847/kPaOcFsqVj","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Teacher Professional Development and Motivation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; Academic achievement; Self-efficacy; Pedagogy; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009383006,0.0007861861,0.0005572769,0.001727994,0.001147207,0.003274293,0.000725153,0.002122261,0.9309855],"category_scores_gemma":[0.002072953,0.0002999713,0.0004511519,0.001220945,0.0005186845,0.002202227,0.001884479,0.001148153,0.9204631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000771316,"about_ca_system_score_gemma":0.001095548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003054767,"about_ca_topic_score_gemma":0.002607712,"domain_scores_codex":[0.9993144,0.00007248158,0.00006964983,0.0001770352,0.0002226691,0.0001436676],"domain_scores_gemma":[0.9983308,0.0003190401,0.00008913375,0.0002074084,0.0005913766,0.0004622913],"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":[0.0002219888,0.0005083444,0.004474289,0.0002897777,0.00001350688,0.0003494598,0.0002489172,0.0001716933,0.00238257,0.005353966,0.193663,0.7923225],"study_design_scores_gemma":[0.00004567239,0.00009426311,0.004858621,0.0001751216,0.000008661656,0.0006331746,0.0002378922,0.0002904569,0.0003834412,0.00109415,0.9921612,0.0000174104],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007168469,0.0007555842,0.001475584,0.001848629,0.001638471,0.0001161799,0.001850923,0.0009786746,0.9841674],"genre_scores_gemma":[0.01159509,0.0003985967,0.001393693,0.0005466203,0.0001828215,0.00007039025,0.001409607,0.0002400996,0.9841632],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06901455,"threshold_uncertainty_score":0.09844083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01671858825020312,"score_gpt":0.2497266079955195,"score_spread":0.2330080197453164,"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."}}