{"id":"W4411656970","doi":"10.51847/37hxyylz8q","title":"10.51847/37HxyYlz8q","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":"Psychology; Mathematics education; Pedagogy","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":[0.0003123008,0.00005043151,0.00005584906,0.00003515755,0.0002443072,0.00002502741,0.0001300061,0.00004895668,0.9924617],"category_scores_gemma":[0.0000550763,0.00004851809,0.0000197099,0.0001794988,0.00003025979,0.000119229,0.0000143077,0.00005031687,0.958367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004993488,"about_ca_system_score_gemma":0.0000833075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001116424,"about_ca_topic_score_gemma":0.000002331174,"domain_scores_codex":[0.9993432,0.00007514282,0.00008235063,0.0001086609,0.0002184009,0.0001722689],"domain_scores_gemma":[0.9997612,0.00003591489,0.00001387964,0.00006453393,0.00003125785,0.00009317708],"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":[0.00001313186,0.00001766131,0.000004919969,5.637825e-7,0.000002919863,4.839349e-7,0.0010121,0.0000014912,0.00001794462,0.00005604636,0.0533594,0.9455133],"study_design_scores_gemma":[0.00006739416,0.00001097466,0.00160349,0.000008961555,0.000001863284,7.609067e-8,0.00001987305,0.000001899103,0.000005916268,0.00002801008,0.9981759,0.00007563052],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005884517,0.00001081671,6.52387e-7,0.002202298,0.00000633288,0.0001260599,9.379807e-7,0.0001060305,0.9916624],"genre_scores_gemma":[0.00287007,4.724533e-7,0.0001589394,0.0001202699,0.0001476091,0.00001097152,0.000007941944,0.000005939014,0.9966778],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9454377,"threshold_uncertainty_score":0.197851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01675527743770817,"score_gpt":0.2498326529407712,"score_spread":0.233077375503063,"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."}}