{"id":"W7132920232","doi":"","title":"Teacher and school variables associated with the academic and social outcomes of students with special needs in general education classrooms","year":2004,"lang":"","type":"dissertation","venue":"TSpace","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inclusion (mineral); Special needs; Proxy (statistics); Special education; Set (abstract data type); General education; Academic achievement; Peer group","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001390861,0.0004424676,0.0006920755,0.0002995157,0.001251569,0.0002032935,0.0003895446,0.0006385793,0.0001336818],"category_scores_gemma":[0.0003488958,0.000297889,0.00004517573,0.001233101,0.0005645966,0.0003061132,0.0001069085,0.001318169,0.000001508846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006662441,"about_ca_system_score_gemma":0.002528899,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008891667,"about_ca_topic_score_gemma":0.02736776,"domain_scores_codex":[0.9966704,0.0008811103,0.0004265087,0.000454408,0.001150909,0.0004167212],"domain_scores_gemma":[0.9984118,0.0002212502,0.0008482416,0.0001337101,0.0002652631,0.0001197474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003470951,0.0003838062,0.5366343,0.00004255485,0.0001882784,8.138078e-7,0.4581229,0.00002121954,0.0002756208,0.002143294,0.0003489693,0.001491157],"study_design_scores_gemma":[0.001300595,0.0002148811,0.6002115,0.0003532946,0.0002032633,3.961198e-7,0.3965896,0.00001213113,0.0000159407,0.0002126834,0.0005759578,0.0003097621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867336,0.0004336715,0.000009104811,0.002969883,0.0002992596,0.001019771,0.000007770312,0.0000208562,0.008506129],"genre_scores_gemma":[0.972221,0.0002808724,0.00004851685,0.0001429223,0.000813916,0.00005090128,0.00008223754,0.00003709308,0.02632255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06357724,"threshold_uncertainty_score":0.9999473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01450657860078417,"score_gpt":0.3707823505804106,"score_spread":0.3562757719796264,"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."}}