{"id":"W4409292382","doi":"10.4018/979-8-3693-9466-3.ch010","title":"Enhancing Collective Teacher Efficacy","year":2025,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Collective efficacy; Psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001088852,0.000608334,0.0007642906,0.0002159277,0.0002865702,0.00005898695,0.0004062013,0.0009360593,0.001226998],"category_scores_gemma":[0.0002841631,0.0006176597,0.0003117717,0.00007115217,0.0001649261,0.00001454731,0.0001491212,0.001845394,0.0008541392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007767382,"about_ca_system_score_gemma":0.0004941291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001744991,"about_ca_topic_score_gemma":0.00002981717,"domain_scores_codex":[0.9972401,0.0005175081,0.0005453415,0.0008766528,0.0002885453,0.0005318034],"domain_scores_gemma":[0.9982598,0.0003604744,0.0003579682,0.000730745,0.0001954643,0.0000955354],"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":[0.0001552483,0.0000340206,0.00004211397,0.00002219846,0.0005778317,0.00007244092,0.001610444,7.415006e-7,0.00003846394,0.9218083,0.03670298,0.03893518],"study_design_scores_gemma":[0.001765373,0.0003707173,0.001835568,0.000902404,0.0003662941,0.00006308014,0.0001648573,0.000002998052,0.00008939538,0.2655285,0.7275838,0.001326964],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002742305,0.0003742968,0.005447745,0.00005757773,0.00225834,0.0004679331,0.00004933586,0.0004130925,0.9906574],"genre_scores_gemma":[0.02593882,2.870269e-7,0.00244054,0.0006601888,0.0006344903,0.00002829952,0.000006936963,0.00006919361,0.9702212],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6908808,"threshold_uncertainty_score":0.9999238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03588297746393714,"score_gpt":0.3591815960581815,"score_spread":0.3232986185942443,"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."}}