{"id":"W2241626422","doi":"","title":"Examining Medical Students’ Attitudes and Learning Experiences in BioWorld","year":2000,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medical education; Psychology; Mathematics education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001172826,0.0001478816,0.0002203391,0.0006319315,0.000453587,0.0001104749,0.0004350275,0.0001992216,0.005958548],"category_scores_gemma":[0.00151303,0.0001425739,0.00001148662,0.0008823537,0.00115353,0.0001558348,0.00007393799,0.0007937124,0.00004060636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004530985,"about_ca_system_score_gemma":0.0006159667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000355351,"about_ca_topic_score_gemma":0.004722989,"domain_scores_codex":[0.9980147,0.0002540942,0.0002464547,0.0004110734,0.0006760366,0.000397655],"domain_scores_gemma":[0.9984107,0.001161576,0.00006522785,0.0001019341,0.00005713094,0.0002034373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001447081,0.0001353746,0.7101293,0.00001220669,0.000009978794,0.00001221472,0.03837082,6.574068e-7,0.00001839807,0.1689232,0.0001568637,0.08221652],"study_design_scores_gemma":[0.002252101,0.0005291693,0.5000084,0.001510347,0.00002852826,0.00003359648,0.04877437,0.0001482022,0.0001634901,0.417529,0.02768066,0.001342106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8071324,0.0008145652,0.000001963357,0.1797612,0.0003622473,0.0001566603,6.491002e-7,0.00009947243,0.01167083],"genre_scores_gemma":[0.9948888,0.001585754,0.0002341388,0.0003182183,0.000291619,0.000196035,0.000007363093,0.000008208297,0.002469882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2486059,"threshold_uncertainty_score":0.9949501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0430736986874693,"score_gpt":0.3398591415452413,"score_spread":0.296785442857772,"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."}}