{"id":"W211880790","doi":"","title":"Meeting the Challenges of Adapting Teaching for Exceptional Students: The Role of Teacher Education.","year":2003,"lang":"en","type":"article","venue":"Exceptionality education Canada","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics education; Pedagogy; Psychology; Teacher education","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":[0.003292328,0.000114745,0.000144716,0.00004464386,0.0008938703,0.00003303531,0.0004296751,0.00005066464,0.0002919835],"category_scores_gemma":[0.002210203,0.00008642313,0.00008473142,0.0001530867,0.0002994614,0.0001143177,0.00001928491,0.0001911469,0.000001417468],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004006617,"about_ca_system_score_gemma":0.008826438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.281405,"about_ca_topic_score_gemma":0.4017627,"domain_scores_codex":[0.9974459,0.0009633806,0.0004049531,0.000201018,0.0007690957,0.0002156561],"domain_scores_gemma":[0.9978622,0.0009013312,0.0003826871,0.0002431299,0.0005405269,0.00007014572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004398672,0.0006744658,0.04997978,0.00003559471,0.00005590391,3.136461e-9,0.09616219,0.00001873233,0.00004070629,0.8091466,0.02215126,0.02173038],"study_design_scores_gemma":[0.00005558597,0.000005482319,0.08616232,0.0000338813,0.00002065704,3.750419e-7,0.5804423,9.861951e-7,0.00002029365,0.01102889,0.3221504,0.0000787875],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5312095,0.02034796,0.0001805952,0.2923521,0.004739843,0.002206201,0.00004680233,0.00005299027,0.148864],"genre_scores_gemma":[0.994901,0.00006392771,0.0005831335,0.0005973858,0.0009801991,0.0002773003,0.00001184844,0.00001069996,0.00257451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7981177,"threshold_uncertainty_score":0.9967926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07616863815660625,"score_gpt":0.3864062951979019,"score_spread":0.3102376570412957,"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."}}