{"id":"W2981888462","doi":"10.1080/13562517.2019.1680537","title":"Evidence for conceptual change in approaches to teaching","year":2019,"lang":"en","type":"article","venue":"Teaching in Higher Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Concordia University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Conceptual change; Conceptual framework; Intervention (counseling); Psychology; Mathematics education; Teaching method; Professional development; Point (geometry); Pedagogy; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02353515,0.0002377271,0.0003783364,0.001812265,0.001168548,0.002912898,0.001454721,0.0009011346,0.003870431],"category_scores_gemma":[0.1413315,0.0003904041,0.0006138266,0.001329542,0.00787163,0.003462535,0.00396765,0.002654932,0.0002232682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002870817,"about_ca_system_score_gemma":0.003637321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002526637,"about_ca_topic_score_gemma":0.002605446,"domain_scores_codex":[0.9723675,0.01386091,0.001245339,0.002773454,0.008764913,0.0009877788],"domain_scores_gemma":[0.7903,0.1512997,0.0254012,0.0164446,0.01403391,0.002520643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001061719,0.001454725,0.3144908,0.002215477,0.0004429843,0.0004151758,0.4013138,0.0008650738,0.007850687,0.03652411,0.001076588,0.2322888],"study_design_scores_gemma":[0.0002194894,0.001279987,0.8275821,0.0007859828,0.0001722909,0.000607697,0.1288999,0.002104754,0.004401337,0.01724554,0.01659873,0.0001023011],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965094,0.001003741,0.01174233,0.00225141,0.00007648964,0.0001718224,0.00006360244,0.00005563875,0.01954088],"genre_scores_gemma":[0.9972006,0.0001702856,0.001965689,0.0001382777,0.000009453047,0.00007803272,0.00003134074,0.00001144874,0.0003949281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02353515,"threshold_uncertainty_score":0.1244673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7415059281077548,"score_gpt":0.5301159914924507,"score_spread":0.2113899366153041,"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."}}