{"id":"W2142370391","doi":"10.3109/01421590903200789","title":"Problem-based learning in pre-clinical medical education: 22 years of outcome research","year":2010,"lang":"en","type":"review","venue":"Medical Teacher","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":193,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"PsycINFO; Internship; MEDLINE; Medical education; Critical appraisal; Educational measurement; Medicine; Problem-based learning; Outcome (game theory); Inclusion (mineral); Evidence-based medicine; Psychology; Alternative medicine; Curriculum; Pathology; Social psychology; Pedagogy","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":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.05833105,0.0002785164,0.001757148,0.0005800389,0.0002409554,0.00005682272,0.001692927,0.003012866,0.02281429],"category_scores_gemma":[0.06933896,0.0002421651,0.0004977548,0.001478206,0.001793182,0.00008387498,0.0002591842,0.01260647,0.0002707995],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002274302,"about_ca_system_score_gemma":0.02921591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003837704,"about_ca_topic_score_gemma":0.002010485,"domain_scores_codex":[0.9808924,0.01099445,0.001997989,0.0007158169,0.004521659,0.0008777217],"domain_scores_gemma":[0.9950125,0.002874529,0.0004992081,0.000452072,0.0001984839,0.0009631569],"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":[0.000006320121,0.0004818626,0.01428006,0.001833662,0.00001821839,0.00002767926,0.00107306,1.755261e-7,3.295095e-9,0.0007053366,0.002778752,0.9787949],"study_design_scores_gemma":[0.0003020308,0.00008243116,0.0001827691,0.008882317,0.00004861575,0.000002879798,0.0001149465,0.0000387399,7.17236e-9,0.0001697707,0.9899366,0.0002389024],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002948832,0.9438116,0.00002954294,0.002647332,0.0009525595,0.001365718,0.000001212605,0.0001266652,0.05077051],"genre_scores_gemma":[0.00031534,0.9805072,0.0005645995,0.0001759337,0.001992003,0.0003360117,0.00005376096,0.00007519538,0.01597998],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9871578,"threshold_uncertainty_score":0.9982814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2276127820978011,"score_gpt":0.5684447768341407,"score_spread":0.3408319947363396,"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."}}