{"id":"W6986942365","doi":"","title":"Rethinking the Role of Educational Assistants to Better Support Inclusive Education in Ontario Secondary Schools","year":2021,"lang":"en","type":"other","venue":"QSpace (Queen's University Library)","topic":"Water management and technologies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inclusion (mineral); Student engagement; Work (physics); Privilege (computing); Resource (disambiguation); Professional development; Principal (computer security); Special education; Presentation (obstetrics)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003568343,0.0001669068,0.0001978264,0.000130844,0.0001016668,0.00005906701,0.0006279449,0.000209033,0.01491422],"category_scores_gemma":[0.00001182445,0.00008259825,0.000076055,0.0004354175,0.00005318758,0.0002405758,0.0007102126,0.0004373863,0.00003019062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001197221,"about_ca_system_score_gemma":0.0004556897,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1787774,"about_ca_topic_score_gemma":0.17652,"domain_scores_codex":[0.9991453,0.00006862794,0.0001078157,0.0003227798,0.0001710355,0.0001843993],"domain_scores_gemma":[0.999589,0.00005641506,0.0001498669,0.0001360549,0.00002217002,0.00004654965],"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":[0.00001479588,0.00009199639,0.1735909,0.00001690414,0.00004147139,0.000007994499,0.0002892343,2.514417e-7,0.00006705123,0.003252356,0.8163396,0.00628746],"study_design_scores_gemma":[0.0000416062,0.00003208508,0.2084103,0.0001382698,0.00001233218,8.724373e-8,0.001784939,2.140023e-8,0.0003235546,0.004494832,0.7846109,0.0001510501],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.215322,0.00005531165,3.125228e-7,0.2022403,0.0001975178,0.0004554429,0.00005870461,0.00009643332,0.581574],"genre_scores_gemma":[0.0886358,0.00003831299,0.0007252877,0.000473306,0.00009582713,0.000002561497,0.0004994969,0.000007216945,0.9095222],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3279482,"threshold_uncertainty_score":0.9859863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006315364723373053,"score_gpt":0.1774765015447484,"score_spread":0.1711611368213753,"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."}}