{"id":"W225738894","doi":"","title":"Learning through Personal Interaction: Preparing Pre-Service Teachers for Students with Special Needs.","year":2004,"lang":"en","type":"article","venue":"Exceptionality education Canada","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology; Mathematics education; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004127788,0.0001094434,0.0001127485,0.00004718209,0.000850586,0.0001512856,0.000193985,0.00005424989,0.0005608327],"category_scores_gemma":[0.0001322181,0.0001150436,0.00003766463,0.0003398827,0.00005678605,0.0003977823,0.00001399448,0.0001483085,0.00001368877],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001954825,"about_ca_system_score_gemma":0.01132703,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9077985,"about_ca_topic_score_gemma":0.954051,"domain_scores_codex":[0.9985534,0.000116223,0.0002210226,0.000210368,0.0006533305,0.0002456398],"domain_scores_gemma":[0.9991046,0.0001028675,0.0001772465,0.0001023403,0.0003679837,0.0001449908],"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":[0.00005748583,0.0003417864,0.1516308,0.00006112365,0.00008625457,1.322278e-7,0.7302492,0.001096545,0.00001081375,0.03138385,0.08109473,0.003987242],"study_design_scores_gemma":[0.0002285422,0.00001876317,0.03647051,0.00004352387,0.00001105103,0.000002287988,0.252495,9.601027e-7,0.000004125709,0.0004472273,0.7101499,0.0001281045],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9604192,0.0000238274,0.0002254604,0.01544896,0.002411795,0.00049562,0.0000125068,0.00003477554,0.02092781],"genre_scores_gemma":[0.976856,0.000005341733,0.0004611526,0.001780511,0.009959276,0.00020938,0.00008761715,0.00001302663,0.01062772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6290552,"threshold_uncertainty_score":0.9942778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03418271451713146,"score_gpt":0.3937431038667947,"score_spread":0.3595603893496633,"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."}}