{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00103844,0.001248687,0.0008152645,0.002126009,0.001980298,0.003006002,0.001045809,0.002711142,0.9754817],"category_scores_gemma":[0.00150073,0.0004292361,0.0006876064,0.001886173,0.001273714,0.002243122,0.003411754,0.001373071,0.961519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001525054,"about_ca_system_score_gemma":0.0009648394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00886594,"about_ca_topic_score_gemma":0.007346636,"domain_scores_codex":[0.9992605,0.0001088442,0.00005986497,0.0001719299,0.0002169594,0.0001818843],"domain_scores_gemma":[0.9985209,0.0003792738,0.00007465577,0.0001823183,0.0004625844,0.000380332],"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":[0.0003055132,0.0002849536,0.00303598,0.0005590549,0.00002049412,0.0004412047,0.0003672604,0.0001987076,0.003150261,0.004779771,0.2584993,0.7283574],"study_design_scores_gemma":[0.00005932052,0.00007775264,0.00416961,0.0004223931,0.00001142587,0.0004438668,0.0004959729,0.0002006374,0.0004997599,0.001028585,0.9925663,0.00002423351],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002957047,0.0005267765,0.0008225139,0.001028527,0.0004420101,0.0001847731,0.001238673,0.001004946,0.9917946],"genre_scores_gemma":[0.004712826,0.0003056332,0.0008884248,0.0003790744,0.00005547854,0.00009859532,0.0008018992,0.0003010202,0.992457],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02451831,"threshold_uncertainty_score":0.03497237,"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."}}