{"id":"W4385829007","doi":"10.1080/13562517.2023.2244887","title":"Faculty beliefs and the need for teaching improvement: a conceptual replication study","year":2023,"lang":"en","type":"article","venue":"Teaching in Higher Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University; University of Alberta","funders":"","keywords":"Psychology; Replication (statistics); Higher education; Teaching method; Quality (philosophy); Adaptation (eye); Teaching and learning center; Class (philosophy); Mathematics education; Medical education; Pedagogy; Sociology; Political science; Computer science; Law; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03803647,0.00051526,0.0006138362,0.002362854,0.004736969,0.003410624,0.002558901,0.0009998383,0.002174008],"category_scores_gemma":[0.07859998,0.0005689703,0.001128813,0.003377073,0.006299279,0.002656256,0.002732558,0.001662443,0.0001863135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01926904,"about_ca_system_score_gemma":0.02445934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1795509,"about_ca_topic_score_gemma":0.1516266,"domain_scores_codex":[0.979544,0.01279463,0.001115761,0.001478086,0.003671206,0.001396414],"domain_scores_gemma":[0.932252,0.03537979,0.007169137,0.007603385,0.01598518,0.001610567],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003240678,0.001954602,0.3949885,0.0004104808,0.0001656504,0.0005071675,0.5447237,0.0006841928,0.001477914,0.008195485,0.0006954861,0.04587272],"study_design_scores_gemma":[0.0003108432,0.001378653,0.2760893,0.0003839452,0.0002671133,0.0002430876,0.7074321,0.002525265,0.001386318,0.002572528,0.007310534,0.0001003254],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950936,0.0001067821,0.0008988346,0.0003876417,0.00001309238,0.0006050133,0.00006042348,0.000006444156,0.002828162],"genre_scores_gemma":[0.9972579,0.00009213412,0.00166741,0.00009005598,0.000006845615,0.0004547781,0.00004269782,0.000003827662,0.0003844051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9619635,"threshold_uncertainty_score":0.3570116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1926533040834715,"score_gpt":0.4934074710355182,"score_spread":0.3007541669520468,"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."}}