{"id":"W7024916587","doi":"","title":"Teacher Efficacy for Teaching in Multilingual School Contexts in Ontario","year":2022,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Journalism and Media Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Immigration; Indigenous; First language; Teacher education; Population; Self-efficacy; Cultural competence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002219368,0.0002052917,0.0003452044,0.0006414324,0.001081289,0.0001183188,0.0007297939,0.0001157454,0.0001044316],"category_scores_gemma":[0.0005564559,0.0002519555,0.0001329927,0.000343243,0.0001625842,0.0009187915,0.0003684398,0.001713731,0.00001486904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002068019,"about_ca_system_score_gemma":0.0006990994,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007665787,"about_ca_topic_score_gemma":0.9260046,"domain_scores_codex":[0.9971887,0.0008940226,0.0003053242,0.0004489366,0.0004801035,0.0006828525],"domain_scores_gemma":[0.9989448,0.0003961273,0.0001544833,0.0002092567,0.0000470561,0.0002482398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002043729,0.0002540438,0.9395884,0.000006782822,0.00002207603,0.0002056478,0.05844238,0.00004738381,0.00004404164,0.0002097787,0.000002929681,0.0009721176],"study_design_scores_gemma":[0.003506696,0.00009340924,0.9047744,0.00007646967,0.00002629705,0.00000390827,0.03660775,1.319143e-7,0.00001989076,0.0001444959,0.05445161,0.0002949313],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967658,0.0001200025,0.00001969352,0.000642961,0.0005128228,0.0006861503,0.00001258505,0.00006249415,0.001177487],"genre_scores_gemma":[0.9825868,0.00001833744,0.00003326572,0.0002872769,0.0001277249,0.000009156156,0.00001093643,0.00002239113,0.0169041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9183388,"threshold_uncertainty_score":0.9999933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1136200565089757,"score_gpt":0.3714346734663017,"score_spread":0.257814616957326,"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."}}