{"id":"W4388145194","doi":"10.2139/ssrn.4612999","title":"Identification and Educational Placement of Students with Intellectual Disability: A Snapshot from Ontario, Canada","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Snapshot (computer storage); Identification (biology); Intellectual disability; Mathematics education; Medical education; Psychology; Political science; Computer science; Medicine; Psychiatry; Database","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008468816,0.0005418287,0.001013732,0.004188458,0.008355115,0.003759182,0.002717637,0.001231045,0.005042449],"category_scores_gemma":[0.003033142,0.0007711058,0.001016511,0.01522525,0.001368764,0.001239952,0.003771894,0.001623755,0.0008552587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0964666,"about_ca_system_score_gemma":0.2049367,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9993114,"about_ca_topic_score_gemma":0.9997967,"domain_scores_codex":[0.9971296,0.0001362614,0.0001827515,0.0002585893,0.0009173359,0.001375589],"domain_scores_gemma":[0.9912847,0.0002068122,0.0009543774,0.0001384581,0.004709778,0.002705905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001907112,0.0001488766,0.9208534,0.0006019383,0.0001404202,0.0008415116,0.02525738,0.000276347,0.0004640705,0.001088822,0.02045604,0.02968047],"study_design_scores_gemma":[0.000008389266,0.0000296094,0.9630408,0.0003508554,0.0000300653,0.0001178914,0.02700632,0.0001159066,0.000053126,0.00006599525,0.009145797,0.00003524677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9110782,0.008416617,0.000388661,0.007746733,0.0001644349,0.0003820652,0.04949308,0.00006106291,0.02226915],"genre_scores_gemma":[0.9585729,0.008373715,0.0008176732,0.001455034,0.00005823943,0.0001889315,0.009823806,0.00005372277,0.02065593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0964666,"threshold_uncertainty_score":0.6999174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02681165507788342,"score_gpt":0.322477257546013,"score_spread":0.2956656024681296,"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."}}