{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007083777,0.0002223579,0.0002865141,0.0008506653,0.003080231,0.001103577,0.000970295,0.0002138853,0.0004050819],"category_scores_gemma":[0.003585437,0.0002176634,0.00008561688,0.004390387,0.001687622,0.0009926639,0.0004498126,0.0009715818,0.001994643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008678584,"about_ca_system_score_gemma":0.002730537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003159027,"about_ca_topic_score_gemma":0.0006563104,"domain_scores_codex":[0.9947307,0.0004261115,0.0003470514,0.0006905941,0.002361422,0.001444096],"domain_scores_gemma":[0.9962443,0.0004767309,0.0001011436,0.0001996339,0.002462207,0.0005160338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004117625,0.0000641568,0.002852958,0.00002803802,0.00001601514,0.000009507354,0.0687897,3.128807e-7,0.000722366,0.5106018,0.4035798,0.01329419],"study_design_scores_gemma":[0.0002834092,0.0001598997,0.001715127,0.0001345357,0.000006070192,0.000001050791,0.1235189,0.00008804424,0.0003059738,0.1400031,0.7334419,0.0003419959],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3661501,0.00002372539,0.00006111612,0.1531952,0.002041037,0.0009017892,0.000009523343,0.0008654154,0.4767521],"genre_scores_gemma":[0.9597231,0.0008898154,0.0001258189,0.0001010552,0.01030889,0.0001185071,0.00001287392,0.00003427152,0.02868565],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.593573,"threshold_uncertainty_score":0.9999334,"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."}}