{"id":"W2241222210","doi":"10.5206/eei.v28i1.7759","title":"Pre-service Educational Assistants’ Attitudes Toward Inclusion","year":2018,"lang":"en","type":"article","venue":"Exceptionality Education International","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Inclusion (mineral); Pedagogy; Special education; Psychology; Qualitative research; Medical education; Service (business); Population; Work (physics); Sociology; Medicine; Social psychology; Social science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001261561,0.0001552411,0.0001213578,0.0002099173,0.002656032,0.0002017756,0.0006757024,0.0001229246,0.01616186],"category_scores_gemma":[0.0009162255,0.000167529,0.00007254159,0.0005647819,0.0003683276,0.0007093501,0.0004647431,0.0001833565,0.0007191118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001392426,"about_ca_system_score_gemma":0.002935873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004463553,"about_ca_topic_score_gemma":0.00493876,"domain_scores_codex":[0.9973827,0.0003577984,0.0003748895,0.0004099901,0.001234551,0.0002400852],"domain_scores_gemma":[0.9968094,0.0002155343,0.0002172598,0.0002230699,0.002355724,0.0001790115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000102896,0.001447745,0.4903793,0.00001809926,0.00005926888,1.505733e-7,0.05460131,0.000007255287,0.00112519,0.3506681,0.08566019,0.01593049],"study_design_scores_gemma":[0.000166985,0.00002340289,0.678282,0.00005656958,0.000007597379,0.000001570317,0.001907028,0.0000500436,0.00004764596,0.03130414,0.2879591,0.0001938599],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8014277,0.00008000047,0.00158275,0.09469675,0.007591366,0.0002848063,0.00006271698,0.0001360111,0.09413795],"genre_scores_gemma":[0.9673061,0.00003611305,0.002706029,0.002880086,0.01207871,0.00008537665,0.0003943867,0.00001417415,0.01449903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3193639,"threshold_uncertainty_score":0.9986424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04213682005044008,"score_gpt":0.421051457385023,"score_spread":0.378914637334583,"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."}}