{"id":"W7096914424","doi":"","title":"ENHANCING MATHEMATICS TEACHER PROGRAMS AND RESPONDING TO THE SHORTAGE OF MATHEMATICS TEACHERS","year":2015,"lang":"en","type":"article","venue":"","topic":"Mathematics Education and Programs","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Connected Mathematics; Core-Plus Mathematics Project; Reform mathematics; Enthusiasm; Economic shortage; Math wars; Presentation (obstetrics); Everyday Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003557604,0.0002660981,0.0003165311,0.001207676,0.01074338,0.002978433,0.002416207,0.002795811,0.01472333],"category_scores_gemma":[0.009443139,0.0004445717,0.0001800148,0.00120604,0.002686175,0.002805392,0.006584277,0.002640821,0.002126222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01664381,"about_ca_system_score_gemma":0.07402171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2183105,"about_ca_topic_score_gemma":0.5272851,"domain_scores_codex":[0.9957243,0.0007407173,0.000132741,0.0002876841,0.001208519,0.001906126],"domain_scores_gemma":[0.9716095,0.001092843,0.001735321,0.0003434824,0.004983794,0.02023508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002010296,0.0008052369,0.07102317,0.001284144,0.00001744523,0.002022953,0.06131463,0.0003944249,0.005924662,0.009101559,0.4974834,0.3504273],"study_design_scores_gemma":[0.000164755,0.000616702,0.1254159,0.001021744,0.00001902219,0.0005808842,0.08678503,0.0005113507,0.001156652,0.002833605,0.7808468,0.00004761363],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2895652,0.007542633,0.00355001,0.5972533,0.002532644,0.0004616106,0.0002519892,0.000941103,0.09790149],"genre_scores_gemma":[0.7999831,0.007936643,0.007630346,0.05373063,0.0009302146,0.0004604497,0.0003955328,0.0002513625,0.1286818],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2183105,"threshold_uncertainty_score":0.4340796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1081217223554308,"score_gpt":0.3678378035907691,"score_spread":0.2597160812353383,"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."}}