{"id":"W2758491956","doi":"10.5539/ies.v10n10p1","title":"What Works? The Culture of Evidence in University Teaching","year":2017,"lang":"en","type":"article","venue":"International Education Studies","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidad de Sevilla","keywords":"Accountability; Promotion (chess); Best practice; Organizational culture; Faculty development; Evidence-based practice; Pedagogy; Psychology; Higher education; Professional development; Mathematics education; Sociology; Public relations; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.402067,0.001008329,0.003364495,0.01560545,0.01203219,0.06344438,0.004889882,0.007441435,0.001177764],"category_scores_gemma":[0.5969793,0.001741522,0.001133226,0.01039226,0.07731303,0.04040067,0.02075796,0.01155564,0.000332733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02206002,"about_ca_system_score_gemma":0.03911684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004459289,"about_ca_topic_score_gemma":0.003129241,"domain_scores_codex":[0.3909318,0.4904297,0.04328402,0.01419337,0.05682444,0.004336734],"domain_scores_gemma":[0.1746627,0.7053083,0.03684039,0.03427272,0.04152811,0.007387821],"domain_codex":"methods","domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002296366,0.0002723782,0.02460515,0.009332913,0.001037482,0.0008009639,0.4529668,0.001104845,0.001093165,0.2882874,0.00643639,0.2138329],"study_design_scores_gemma":[0.0001506636,0.0006201529,0.01137717,0.05855221,0.0006912238,0.001306142,0.4131915,0.0009936338,0.00285334,0.3345178,0.1753035,0.0004426149],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1889279,0.155315,0.04144421,0.5192865,0.003967056,0.0006637437,0.0002029396,0.0001593469,0.0900333],"genre_scores_gemma":[0.936034,0.02228853,0.02188544,0.01722034,0.000632841,0.0006080282,0.00005019477,0.0001392212,0.001141463],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5979331,"threshold_uncertainty_score":0.7373579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5315361812138031,"score_gpt":0.597170488691692,"score_spread":0.0656343074778889,"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."}}