{"id":"W2901537102","doi":"","title":"Pre-service Teachers","year":2018,"lang":"en","type":"article","venue":"2018 Conference of the Canadian Society for the Study of Education","topic":"Inclusion and Disability in Education and Sport","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Teacher education; Teacher preparation; Pedagogy; Political science; Medical education; Sociology; Public relations; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001430476,0.0001746725,0.0002789938,0.0008247332,0.00877781,0.002666268,0.001010237,0.0006797285,0.02661961],"category_scores_gemma":[0.004444934,0.0004412291,0.0002024286,0.001287174,0.002208894,0.001133786,0.002632842,0.00136489,0.005520868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01951852,"about_ca_system_score_gemma":0.0561386,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6146348,"about_ca_topic_score_gemma":0.9129366,"domain_scores_codex":[0.9972784,0.0002442399,0.00008501845,0.0002560052,0.0009558266,0.001180601],"domain_scores_gemma":[0.9924649,0.0003605895,0.0005772025,0.0003689552,0.002428262,0.003800086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002572254,0.001238821,0.2341537,0.0006778012,0.00001586776,0.002788313,0.3885562,0.0001499355,0.007871121,0.016147,0.09252272,0.2556213],"study_design_scores_gemma":[0.00002656457,0.000343731,0.2732222,0.0002687653,0.000009530888,0.0007614018,0.2725201,0.00005131763,0.0007294805,0.0003708139,0.4516607,0.00003532688],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7760189,0.0009330155,0.0008726349,0.006387845,0.0002426291,0.000747898,0.0006685252,0.0001455286,0.2139829],"genre_scores_gemma":[0.7376972,0.001376449,0.001671338,0.002323116,0.00004892649,0.0003944868,0.0005457256,0.00006858475,0.2558742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6146348,"threshold_uncertainty_score":0.7752695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05705257329617764,"score_gpt":0.3566478581634845,"score_spread":0.2995952848673069,"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."}}