{"id":"W2975976883","doi":"10.18733/cpi29481","title":"Teacher-Centered vs. Student-Centered","year":2019,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Wright; Focus group; Student centered; Mathematics education; Psychology; Pedagogy; Perception; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003009947,0.0001087313,0.0001417437,0.00001788456,0.0003487871,0.0002059254,0.0001742523,0.00008392108,0.005052166],"category_scores_gemma":[0.00004954148,0.00007497433,0.00005893289,0.0000890052,0.0001685333,0.000337356,0.00007641079,0.0001868329,0.000536497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004651449,"about_ca_system_score_gemma":0.000026691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002312763,"about_ca_topic_score_gemma":0.00005252947,"domain_scores_codex":[0.9988296,0.0002095701,0.000162514,0.0002496788,0.000276886,0.0002717726],"domain_scores_gemma":[0.9995291,0.00005713876,0.00005562362,0.000109754,0.00005628497,0.0001921506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001427786,0.001011867,0.3853931,0.00005041758,0.0001174402,0.0000117141,0.4364551,0.000003988917,0.001140073,0.03956691,0.1080944,0.02801228],"study_design_scores_gemma":[0.0003569092,0.00006363487,0.08704859,0.00001346592,0.00001085026,0.000001250625,0.0980458,0.000001973231,0.000005859635,0.00009361516,0.8142222,0.0001358297],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572169,0.0003228274,0.000005508876,0.005476151,0.001326495,0.0002212188,0.000002087905,0.000066473,0.03536233],"genre_scores_gemma":[0.9540706,0.0006089176,0.00004182449,0.0008166601,0.0007367503,0.00001163858,0.00001476515,0.000004965397,0.04369382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7061279,"threshold_uncertainty_score":0.9958574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6630695012355001,"score_gpt":0.5326000454128454,"score_spread":0.1304694558226547,"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."}}