{"id":"W2603154369","doi":"10.26522/tl.v11i1.436","title":"Choosing how we choose: A review of teacher education admissions literature","year":2017,"lang":"en","type":"review","venue":"Teaching and Learning","topic":"Medical Education and Admissions","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Brock University","keywords":"Christian ministry; Equity (law); Medical education; Teacher education; Selection (genetic algorithm); Psychology; Pedagogy; Medicine; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005625035,0.0005907203,0.001830076,0.007251548,0.001060938,0.003212319,0.00138923,0.001620551,0.003575621],"category_scores_gemma":[0.02313352,0.0006069399,0.001192705,0.0130794,0.001571045,0.003747252,0.00202545,0.001954521,0.0006775948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003433335,"about_ca_system_score_gemma":0.01225905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01035524,"about_ca_topic_score_gemma":0.03295843,"domain_scores_codex":[0.9959006,0.0014789,0.001194016,0.000331315,0.0009278056,0.0001673887],"domain_scores_gemma":[0.9803092,0.01558504,0.001894841,0.0001863332,0.001676493,0.0003481306],"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":[0.00007550874,0.00003838347,0.0009520416,0.1390816,0.0002101247,0.000199568,0.001393424,0.0002100389,0.0001157024,0.004144731,0.01941355,0.8341653],"study_design_scores_gemma":[0.0000274344,0.00009179778,0.0052902,0.3118867,0.0006781968,0.001238477,0.003400147,0.00008902261,0.000146748,0.003094786,0.6739946,0.00006196168],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001684167,0.9985881,0.0000426256,0.000738161,0.00009655773,0.000005469533,0.00001316029,0.000001880148,0.0003454615],"genre_scores_gemma":[0.001399792,0.9980545,0.0001008385,0.0002849487,0.00006168769,0.000007496137,0.00001906176,0.000001232438,0.00007055781],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01035524,"threshold_uncertainty_score":0.02974838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0855588697011376,"score_gpt":0.4533817436152431,"score_spread":0.3678228739141055,"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."}}