{"id":"W1535331030","doi":"10.5206/eei.v24i1.7709","title":"Professional Development Needs for Educators Working with Children with Autism Spectrum Disorders in Inclusive School Environments","year":2014,"lang":"en","type":"article","venue":"Exceptionality Education International","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Nova Scotia Health Research Foundation","keywords":"Autism; Professional development; Special needs; Inclusion (mineral); Psychology; Special education; Medical education; Faculty development; Focus group; Autism spectrum disorder; Mainstreaming; Pedagogy; Medicine; Developmental psychology; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0003839354,0.0002595952,0.0001698447,0.0005821531,0.0003739646,0.0001031958,0.0005677892,0.000079597,0.001044174],"category_scores_gemma":[0.0001673195,0.0002298265,0.00004582533,0.0004601516,0.0002142445,0.000390669,0.0001567894,0.0003417192,0.0001336744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008918939,"about_ca_system_score_gemma":0.001467926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008484728,"about_ca_topic_score_gemma":0.0003865176,"domain_scores_codex":[0.9972956,0.0001635483,0.0003919924,0.0006455543,0.001070577,0.000432783],"domain_scores_gemma":[0.9991143,0.0002121436,0.0002261654,0.0002548053,0.00001250003,0.0001801195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002155289,0.001558531,0.8283144,0.00001087706,0.00003709685,1.375157e-7,0.001323429,0.0003243275,0.0002651804,0.1624394,0.000404078,0.00510705],"study_design_scores_gemma":[0.001213458,0.00008020293,0.9453329,0.0001006454,0.000005336136,0.00001590598,0.0002389607,0.0001724263,0.001006775,0.03017848,0.02132279,0.0003320767],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9447178,0.00001088145,0.007747068,0.04260966,0.0009599703,0.001276436,0.00001843331,0.00004688127,0.002612825],"genre_scores_gemma":[0.9905541,0.000009850832,0.002207254,0.0006722261,0.0004193945,0.00115342,0.0002639894,0.00004256778,0.004677222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1322609,"threshold_uncertainty_score":0.999869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0159415019327123,"score_gpt":0.3071776141062103,"score_spread":0.2912361121734979,"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."}}