{"id":"W4362475931","doi":"10.24908/iqurcp16319","title":"Special Educator Toolbox","year":2023,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Toolbox; Certification; Special education; Psychology; Inclusion (mineral); Commission; Intellectual disability; Special needs; Pedagogy; Medical education; Mathematics education; Computer science; Political science; Medicine; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00314752,0.0005369612,0.0005198055,0.001715212,0.003444606,0.0031973,0.001492031,0.001317372,0.3711094],"category_scores_gemma":[0.01020216,0.0004243693,0.0005888803,0.001122104,0.0008260116,0.003785824,0.00865224,0.002294791,0.1433726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002067558,"about_ca_system_score_gemma":0.008671783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002414085,"about_ca_topic_score_gemma":0.008650735,"domain_scores_codex":[0.9976895,0.0007113107,0.0001904477,0.0004150445,0.000517727,0.0004760799],"domain_scores_gemma":[0.9873016,0.001418815,0.000581468,0.001299554,0.002581517,0.006817088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002960103,0.0006161229,0.01167346,0.000742094,0.000009766834,0.001311634,0.01502696,0.0001788682,0.002148018,0.02224667,0.6183425,0.327408],"study_design_scores_gemma":[0.00001875479,0.00009337773,0.001911809,0.0001208719,0.00000330947,0.000508591,0.003107842,0.00007238754,0.0003841862,0.000857214,0.9929076,0.00001402463],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06231753,0.002012247,0.02064039,0.01523643,0.005480998,0.001017413,0.004349567,0.007195932,0.8817495],"genre_scores_gemma":[0.131928,0.001461656,0.02740231,0.004370717,0.000676832,0.0008592501,0.004062319,0.001602558,0.8276363],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3711094,"threshold_uncertainty_score":0.8970361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1565116076629853,"score_gpt":0.445844788385969,"score_spread":0.2893331807229836,"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."}}