{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002284579,0.0001220067,0.0002744207,0.0008707853,0.0002917215,0.00005759405,0.0001325386,0.0000961847,0.0003537041],"category_scores_gemma":[0.006880254,0.00006918533,0.0001380261,0.000688759,0.000238027,0.0001268711,0.000004491641,0.0004705508,0.00000944054],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007097606,"about_ca_system_score_gemma":0.01863302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001045733,"about_ca_topic_score_gemma":0.003347097,"domain_scores_codex":[0.9983377,0.000109236,0.0005314516,0.000115775,0.0004670778,0.0004387892],"domain_scores_gemma":[0.9975749,0.0005673156,0.0004319752,0.0002342435,0.0007879177,0.0004036502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006760091,0.00001410703,0.1220602,0.00003100253,0.00007694856,0.000445882,0.0001894169,0.000002364435,0.0006391987,0.0001092773,0.8028051,0.07355888],"study_design_scores_gemma":[0.0006791549,0.0001034769,0.04055865,0.001016975,0.00006624668,0.0003621165,0.001216842,0.00004491012,0.0006270056,0.00007974407,0.9551073,0.0001376247],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8317538,0.0009424763,0.0001969932,0.1640318,0.002208974,0.0001845857,0.000005137992,0.0000161698,0.0006600739],"genre_scores_gemma":[0.9929352,0.0002700516,0.0001461688,0.001060163,0.0007474465,0.00000899202,0.000006217311,0.00002765421,0.004798037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1629716,"threshold_uncertainty_score":0.9869304,"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."}}