{"id":"W2137945011","doi":"10.1152/advances.2001.25.1.64","title":"INTERNATIONAL WORKSHOP: MODERN APPROACHES TO TEACHING AND LEARNING PHYSIOLOGY","year":2001,"lang":"en","type":"article","venue":"AJP Advances in Physiology Education","topic":"Higher Education Teaching and Evaluation","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Futures studies; Library science; Medical education; Pedagogy; Psychology; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001069274,0.0001040291,0.0001337988,0.0001922834,0.0005427891,0.00003484869,0.0001976996,0.00009405438,0.0000857019],"category_scores_gemma":[0.0009797881,0.000111183,0.00002194221,0.0001952248,0.0001255941,0.000546694,0.00003863595,0.0004462429,0.00003288189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001619476,"about_ca_system_score_gemma":0.0001566092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003832547,"about_ca_topic_score_gemma":0.0002581187,"domain_scores_codex":[0.9981196,0.0009360336,0.0001917604,0.0003655506,0.0001396263,0.0002474448],"domain_scores_gemma":[0.9992923,0.0003591519,0.0001008098,0.0001214513,0.00004800554,0.00007829589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005136777,0.0003230514,0.01276863,0.000009726366,0.00001073202,9.419514e-8,0.09168103,0.008282156,0.004172884,0.02331495,0.0003754771,0.8590099],"study_design_scores_gemma":[0.0003029523,0.00005973613,0.1755979,0.00007703313,0.00001227362,0.000003092257,0.05044527,0.002125851,0.0000360461,0.07120672,0.6997467,0.0003864593],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9554581,0.0006483193,0.00145512,0.008982241,0.00179245,0.0002153768,3.632084e-7,0.00006783965,0.03138017],"genre_scores_gemma":[0.9916661,0.0005805542,0.003414874,0.000481282,0.0008925701,0.0001259969,0.00004412346,0.00001001638,0.002784493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8586234,"threshold_uncertainty_score":0.453391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06950683175466302,"score_gpt":0.3978079368537215,"score_spread":0.3283011050990584,"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."}}