{"id":"W281407736","doi":"","title":"Working with Students Who Have Learning Disabilities - Teacher Candidates Speak Out: Issues and Concerns in Preservice Education and Professional Development.","year":2003,"lang":"en","type":"article","venue":"Exceptionality education Canada","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology; Pedagogy; Professional development; Mathematics education; Special education; Mainstreaming; Teacher education; Learning disability; Developmental psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01320792,0.0003491447,0.0006938501,0.001224058,0.04255119,0.01095,0.003253996,0.009206721,0.01194549],"category_scores_gemma":[0.03157483,0.0005167839,0.0005501623,0.00131857,0.01019058,0.006947555,0.01233592,0.00769324,0.002345429],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007358243,"about_ca_system_score_gemma":0.05774938,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1406696,"about_ca_topic_score_gemma":0.3586925,"domain_scores_codex":[0.9794726,0.009672114,0.0006967874,0.0005087504,0.002087727,0.00756202],"domain_scores_gemma":[0.9372223,0.01009074,0.003615013,0.0007755249,0.005803217,0.04249316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001226808,0.001200975,0.1234541,0.0005058328,0.00002333919,0.005251533,0.5897188,0.00006543072,0.0005572453,0.006424472,0.134494,0.1381815],"study_design_scores_gemma":[0.0000126531,0.00008814436,0.02022758,0.0004356639,0.0000101958,0.0008918283,0.9502038,0.00002598914,0.00007137018,0.0009314131,0.02707669,0.00002461999],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4122293,0.006159276,0.000440742,0.5335223,0.002012936,0.0002103482,0.0001229115,0.00009565402,0.04520649],"genre_scores_gemma":[0.8524569,0.006548138,0.0008329057,0.1079347,0.0006155162,0.0003526087,0.0001034325,0.00006510785,0.03109074],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9926417,"threshold_uncertainty_score":0.2797016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04390919124260715,"score_gpt":0.3861927028523849,"score_spread":0.3422835116097778,"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."}}