{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007584502,0.00004278183,0.000155579,0.00009616147,0.001246366,0.0001393736,0.0002296693,0.0001269637,0.000151206],"category_scores_gemma":[0.0001274515,0.0001208758,0.00002688929,0.0005153897,0.0007821732,0.0007463999,0.0001186125,0.0001188501,0.000003334774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001517702,"about_ca_system_score_gemma":0.001410726,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.997786,"about_ca_topic_score_gemma":0.99996,"domain_scores_codex":[0.9987717,0.0003671068,0.00009006203,0.0002936485,0.0001913565,0.0002861778],"domain_scores_gemma":[0.999154,0.00003143513,0.00008873924,0.0001413941,0.000219739,0.0003647369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001191246,0.00005558982,0.6112899,0.000007064949,0.00001375857,0.0000181924,0.1381706,7.17954e-7,0.0002151629,0.00001264571,0.00142603,0.2487785],"study_design_scores_gemma":[0.0003298424,0.000122333,0.9205025,0.00007545495,0.000007163376,0.000001530205,0.07607644,0.0002262652,4.014518e-7,0.001467793,0.001060413,0.0001298699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951385,0.00006407653,0.00001000334,0.0002796421,0.00007634475,0.0002184671,0.00005877037,0.00004085166,0.004113398],"genre_scores_gemma":[0.9993672,0.00004462356,0.00009610927,0.00004984303,0.00006090492,4.309047e-7,0.0000159277,0.000007984841,0.0003569617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3092127,"threshold_uncertainty_score":0.9586169,"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."}}