{"id":"W2784159475","doi":"10.36834/cmej.36812","title":"The virtual hallway consult as an effective means of continuing professional development in physiatry","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Island Health; University of Manitoba","funders":"","keywords":"Accreditation; Set (abstract data type); Medical education; Dilemma; Service (business); Specialty; Continuing medical education; Psychology; The Internet; Medicine; Internet privacy; Public relations; Continuing education; Computer science; World Wide Web; Business; Family medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.01479378,0.0005660361,0.0003673414,0.002013342,0.006379108,0.006275151,0.002727149,0.00286927,0.03553721],"category_scores_gemma":[0.03990429,0.0005133139,0.0006716608,0.001220739,0.002261751,0.004538324,0.01597396,0.003050672,0.007858487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002375518,"about_ca_system_score_gemma":0.009082934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002307646,"about_ca_topic_score_gemma":0.009751393,"domain_scores_codex":[0.9715748,0.02200561,0.0005265237,0.001059103,0.003370826,0.001463079],"domain_scores_gemma":[0.9471651,0.01531498,0.003457372,0.00374563,0.003550592,0.02676636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003184021,0.001572029,0.009919973,0.0005694598,0.00005652031,0.001345346,0.01320628,0.0002847386,0.0007648339,0.003476942,0.2757047,0.6927809],"study_design_scores_gemma":[0.0008063653,0.004444966,0.04475987,0.002220851,0.0001556349,0.00553509,0.02803165,0.0043642,0.001180236,0.01298568,0.8952198,0.000295652],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3353682,0.01033656,0.06773143,0.1702642,0.01197843,0.003119986,0.0007779921,0.01070559,0.3897176],"genre_scores_gemma":[0.7956134,0.00276289,0.1084157,0.02524788,0.003960423,0.001952401,0.000569503,0.0007417562,0.06073605],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03553721,"threshold_uncertainty_score":0.1188838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007449601673451853,"score_gpt":0.3393252660283971,"score_spread":0.3318756643549452,"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."}}