{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001657864,0.00009669083,0.0001559788,0.0001611909,0.0002069823,0.00007821708,0.0001889103,0.00008536394,0.001691988],"category_scores_gemma":[0.001459334,0.00008534069,0.00009874366,0.0002527257,0.0001298321,0.0003322747,0.000005028604,0.0003157772,0.00005204639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003147394,"about_ca_system_score_gemma":0.001606788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000468198,"about_ca_topic_score_gemma":0.0002936886,"domain_scores_codex":[0.9984754,0.0005470129,0.0003174855,0.0001008557,0.0003440335,0.0002151709],"domain_scores_gemma":[0.9990165,0.000073281,0.0003414638,0.0001158789,0.0002821463,0.0001706982],"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":[0.00001960351,0.001889399,0.2551578,0.00001627076,0.00009566089,0.000001532137,0.3989844,0.000002023881,0.000224544,0.01963096,0.289313,0.03466481],"study_design_scores_gemma":[0.0001310372,0.00002413698,0.02453255,0.00002044351,0.00003389263,0.00001111844,0.2671072,1.868283e-7,0.00008612969,0.001310795,0.706645,0.00009758714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.738825,0.006130304,0.0001241509,0.07937821,0.00465165,0.0002088496,4.538073e-7,0.00004431787,0.170637],"genre_scores_gemma":[0.9692881,0.0001220711,0.0007778957,0.0004164119,0.001276106,0.000006419793,8.575564e-7,0.00001146132,0.02810068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.417332,"threshold_uncertainty_score":0.9992206,"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."}}