{"id":"W2031479430","doi":"10.1177/0022487103256902","title":"Teacher Candidates Talk","year":2003,"lang":"en","type":"article","venue":"Journal of Teacher Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Teacher education; Diversity (politics); Psychology; Pedagogy; Teacher preparation; Mathematics education; Student teacher; Student teaching; Teaching method; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00279743,0.0007574878,0.0008238915,0.00117453,0.0132749,0.006724037,0.001083649,0.00471752,0.2747208],"category_scores_gemma":[0.01114087,0.0007382685,0.0009043163,0.0008619809,0.001412838,0.003781157,0.009263212,0.006760194,0.149181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002254853,"about_ca_system_score_gemma":0.002668124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002139583,"about_ca_topic_score_gemma":0.003637748,"domain_scores_codex":[0.99504,0.001489286,0.0002234578,0.0005746995,0.0009371362,0.001735451],"domain_scores_gemma":[0.9951852,0.0007525305,0.0003230848,0.0003364129,0.001041115,0.002361647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001812127,0.0001320719,0.002113703,0.000141364,0.000007480624,0.002194704,0.03457804,0.00005241,0.0007048428,0.02293511,0.8970919,0.03986728],"study_design_scores_gemma":[0.000009712569,0.00004207071,0.0005958559,0.00006131628,0.000001942806,0.0004791786,0.01460807,0.0000230213,0.0001310243,0.000870322,0.983163,0.00001451307],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03187426,0.002529334,0.004531222,0.1239808,0.04260034,0.0006440767,0.00119668,0.001570741,0.7910725],"genre_scores_gemma":[0.08760971,0.0006860078,0.0005215131,0.01532947,0.002353763,0.0002504684,0.0003454425,0.0005627029,0.8923408],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2747208,"threshold_uncertainty_score":0.9190325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0705384118653433,"score_gpt":0.3960205613839685,"score_spread":0.3254821495186252,"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."}}