{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007304262,0.0001187306,0.0001358196,0.00006399537,0.0005504526,0.000152851,0.00010559,0.00005619179,0.0005031608],"category_scores_gemma":[0.0002995996,0.0001139953,0.00000744875,0.0001376005,0.0001438939,0.0002312951,0.00002187909,0.0001494664,0.000002764972],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006337711,"about_ca_system_score_gemma":0.01050142,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7477312,"about_ca_topic_score_gemma":0.951614,"domain_scores_codex":[0.9982871,0.000488067,0.0002515321,0.0002600904,0.0005011804,0.0002120752],"domain_scores_gemma":[0.9992813,0.0001693111,0.0001256319,0.00009445071,0.0001624585,0.0001668691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003761527,0.0001153779,0.8738249,0.00002873228,0.00000822717,3.475742e-8,0.1112889,0.000002241031,0.000001062626,0.004501716,0.009115577,0.001109482],"study_design_scores_gemma":[0.0000701379,0.000002775357,0.4481653,0.00009863882,0.000002378117,6.526748e-7,0.1849843,5.87109e-7,0.000002915298,0.0002296631,0.3663511,0.00009151469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831149,0.0006289213,0.000001678342,0.004535136,0.0008212589,0.0003363519,0.000002195104,0.00001091524,0.01054867],"genre_scores_gemma":[0.8852708,0.0000381461,0.0001380966,0.000327246,0.0004627742,0.0001421499,0.00004131978,0.000008606571,0.1135709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4256596,"threshold_uncertainty_score":0.9951081,"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."}}