{"id":"W2058725947","doi":"10.1177/088840640402700209","title":"Early Childhood Special Educators Reflect on their Preparation and Practice","year":2004,"lang":"en","type":"article","venue":"Teacher Education and Special Education The Journal of the Teacher Education Division of the Council for Exceptional Children","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Special education; Teacher preparation; Focus group; Early childhood education; Bureaucracy; Psychology; Pedagogy; Early childhood; Perception; Medical education; Teacher education; Special needs; Mainstreaming; Faculty development; Professional development; Sociology; Developmental psychology; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002811675,0.0002326101,0.0002821134,0.000817745,0.003618383,0.002739066,0.0005773057,0.00113506,0.002862409],"category_scores_gemma":[0.01197606,0.0003993377,0.0002006,0.0005230082,0.001848419,0.001189289,0.002703178,0.002453355,0.0004745319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001203464,"about_ca_system_score_gemma":0.002618347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005874699,"about_ca_topic_score_gemma":0.01948429,"domain_scores_codex":[0.9981173,0.0007296196,0.00008254001,0.0001184674,0.0002824574,0.0006696094],"domain_scores_gemma":[0.991639,0.00219092,0.0009803378,0.0002035881,0.001113825,0.003872407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009020659,0.000432059,0.2229356,0.0001829613,0.00001364287,0.003125247,0.7174771,0.00007754433,0.002202053,0.0007848815,0.004339911,0.04833881],"study_design_scores_gemma":[0.00001044738,0.0003458507,0.07717934,0.0001685945,0.000008287868,0.001852071,0.888992,0.00004793748,0.0002813519,0.0001733126,0.03091766,0.00002312201],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936156,0.0005236498,0.0002132348,0.001514737,0.00004710246,0.00002563333,0.00001552452,0.00001223813,0.00403224],"genre_scores_gemma":[0.9918429,0.0008623572,0.000405831,0.0006858984,0.00001659756,0.00003021904,0.00003313195,0.000007184459,0.0061159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005874699,"threshold_uncertainty_score":0.01486969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0539644225838556,"score_gpt":0.35698809232941,"score_spread":0.3030236697455544,"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."}}