{"id":"W4297517637","doi":"10.36834/cmej.75439","title":"Virtual Care in CanMEDS 2025","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Saskatchewan; University of British Columbia Hospital; University of Ottawa; McMaster University; University of Toronto","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Computer science; World Wide Web; Data science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0006266289,0.00008132454,0.0001563788,0.0006741282,0.0003155981,0.0000130802,0.0001302266,0.00005626578,0.09741366],"category_scores_gemma":[0.002176713,0.00008174072,0.00003807659,0.0004581968,0.00003665805,0.00005376663,0.00001599215,0.001045226,0.00002194461],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001965647,"about_ca_system_score_gemma":0.1069985,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02947008,"about_ca_topic_score_gemma":0.09378955,"domain_scores_codex":[0.9981565,0.0001219115,0.0004049408,0.0001337139,0.0008120526,0.0003708725],"domain_scores_gemma":[0.9940795,0.00002876056,0.00007589722,0.0001140071,0.0001405173,0.005561295],"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":[0.00003867787,0.00009050025,0.04907943,0.0000255432,0.00001208786,0.0003329887,0.005611451,0.000005271112,0.000003326064,0.0005387485,0.4476783,0.4965836],"study_design_scores_gemma":[0.001533051,0.0004788779,0.05739307,0.00005587666,0.00001794979,0.002047885,0.04519561,0.00003714309,0.000003241553,0.00005866222,0.8930969,0.00008171654],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7990479,0.002086645,0.00002261117,0.1852683,0.00430056,0.0004517749,0.00002046523,0.00001724976,0.0087845],"genre_scores_gemma":[0.8989269,0.00007196499,0.0001106192,0.0988263,0.0009888439,0.00006174843,0.0001379376,0.00001328197,0.0008623832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4965019,"threshold_uncertainty_score":0.9769928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01525467573173562,"score_gpt":0.354424460588263,"score_spread":0.3391697848565274,"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."}}