{"id":"W2910092078","doi":"10.14288/1.0372899","title":"Teacher assistants in Canadian inclusive classrooms : an investigation into their deployment, preparedness, and impact","year":2018,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software deployment; Preparedness; Pedagogy; Political science; Sociology; Business; Psychology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002785987,0.0004518343,0.0004890884,0.001994403,0.01310441,0.003798531,0.002097542,0.0006920274,0.002817383],"category_scores_gemma":[0.008972428,0.0006383039,0.0003566883,0.002833073,0.002131336,0.0008696603,0.003502601,0.001374628,0.0005128864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05216976,"about_ca_system_score_gemma":0.1231923,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9812577,"about_ca_topic_score_gemma":0.9932943,"domain_scores_codex":[0.9952745,0.0006568328,0.000204101,0.0004025763,0.001947036,0.001514951],"domain_scores_gemma":[0.9867032,0.0009735558,0.001479571,0.0002769841,0.006165456,0.004401167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003420249,0.0005122398,0.6503168,0.0004612705,0.00003635859,0.001976762,0.2416218,0.0001235311,0.001690066,0.001280112,0.006486787,0.0951523],"study_design_scores_gemma":[0.00002257614,0.0002947087,0.6011242,0.0002285311,0.00004017393,0.0005290182,0.3612754,0.0002916346,0.0005155595,0.00008714348,0.03551736,0.00007384777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918956,0.0006193136,0.0001695633,0.0008026434,0.00004484804,0.0001132037,0.0002582055,0.00001994718,0.006076598],"genre_scores_gemma":[0.9915925,0.001649749,0.0006027607,0.0003751936,0.00001475381,0.00006277324,0.0001711113,0.00001588693,0.005515136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05216976,"threshold_uncertainty_score":0.3785198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01192578853160857,"score_gpt":0.2549335494616631,"score_spread":0.2430077609300545,"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."}}