{"id":"W3202788581","doi":"","title":"Obtaining Better Teachers for Canadian Public Schools: A Review of the 'Teacher Effectiveness' Research Literature","year":2013,"lang":"en","type":"review","venue":"SSRN Electronic Journal","topic":"School Choice and Performance","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Certification; Teacher quality; Accountability; Quality (philosophy); Political science; Public relations; Student achievement; Process (computing); Psychology; Accounting; Mathematics education; Pedagogy; Medical education; Business; Academic achievement; Marketing; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.03232538,0.0003322684,0.001043502,0.000467071,0.001919172,0.000424292,0.001869216,0.0005597419,0.000145304],"category_scores_gemma":[0.003527018,0.000206253,0.0008822139,0.001859181,0.000200638,0.0005847696,0.00006627849,0.01056779,0.00005510928],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005443425,"about_ca_system_score_gemma":0.05288048,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01207133,"about_ca_topic_score_gemma":0.1281675,"domain_scores_codex":[0.9896336,0.004493902,0.0006299333,0.0003600314,0.000924935,0.003957644],"domain_scores_gemma":[0.9971148,0.0006150068,0.0005183124,0.0004675609,0.0009114445,0.0003729262],"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":[0.000002213803,0.00001536514,0.0002267631,0.01284395,0.0003118573,7.289543e-7,0.0006184946,1.867538e-8,9.472283e-8,0.01131894,0.009663459,0.9649981],"study_design_scores_gemma":[0.0001124809,0.0000613981,0.000009573964,0.07791023,0.0001830956,0.00003753901,0.0007619562,1.744649e-7,6.194585e-8,0.007074981,0.9136435,0.0002050372],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006340133,0.990718,0.000008596957,0.004713466,0.0003597595,0.002149921,0.0000135176,0.00001161366,0.001961723],"genre_scores_gemma":[0.0001722692,0.9936402,0.00002262785,0.0002323413,0.002246165,0.0004166293,0.00001890089,0.00005686164,0.003194007],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9647931,"threshold_uncertainty_score":0.9993802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09050801384133908,"score_gpt":0.4242802116660173,"score_spread":0.3337721978246783,"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."}}