{"id":"W2560622990","doi":"10.1503/cjs.007515","title":"The Web-based CanMEDS Resident Learning Portfolio Project (WEBCAM): how we got started","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Innovations in Medical Education","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Ottawa Hospital Research Institute; University of Ottawa","keywords":"Medicine; Portfolio; Medical education; Competence (human resources); Medical physics; Management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02263833,0.00107058,0.0003952056,0.0024815,0.003465639,0.01003839,0.002371179,0.003312727,0.02300342],"category_scores_gemma":[0.03587019,0.0007023973,0.0007540855,0.001618479,0.002666301,0.007017435,0.005483673,0.005685012,0.01330914],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004920694,"about_ca_system_score_gemma":0.01608258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08008467,"about_ca_topic_score_gemma":0.1139166,"domain_scores_codex":[0.9867151,0.004544701,0.0004712508,0.0006571551,0.005925263,0.001686545],"domain_scores_gemma":[0.9779889,0.001944769,0.0004384858,0.001037822,0.0115572,0.007032767],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001951107,0.0005632931,0.007203464,0.0007997722,0.00003082386,0.000834482,0.008739686,0.0008166694,0.00186417,0.005424307,0.2517404,0.7217879],"study_design_scores_gemma":[0.0001053158,0.0005232726,0.009657647,0.002548439,0.00005547182,0.0009625621,0.01384657,0.002314748,0.00448069,0.006046158,0.9591585,0.0003006679],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.09046712,0.01830302,0.2414793,0.3661543,0.02814029,0.006969182,0.005690913,0.01873805,0.2240578],"genre_scores_gemma":[0.3032224,0.01511677,0.4455341,0.033492,0.002995691,0.003189805,0.005940853,0.00626306,0.1842453],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9950793,"threshold_uncertainty_score":0.1592371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03901034184507652,"score_gpt":0.283450470916401,"score_spread":0.2444401290713245,"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."}}