{"id":"W4328051242","doi":"10.36834/cmej.77154","title":"The physician of the future","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Data science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.005971866,0.0005682443,0.0006211018,0.001276686,0.009863543,0.007969098,0.001220225,0.01058274,0.04929061],"category_scores_gemma":[0.02161345,0.0003703977,0.0005476995,0.0008370585,0.009777129,0.006721792,0.005263366,0.01902067,0.01001027],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01027251,"about_ca_system_score_gemma":0.03834544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04529233,"about_ca_topic_score_gemma":0.07669985,"domain_scores_codex":[0.9927207,0.002371401,0.0001898975,0.0007860896,0.002173177,0.001758666],"domain_scores_gemma":[0.9824651,0.002588916,0.000503336,0.0005854519,0.003298606,0.01055848],"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":[0.00001682085,0.00002241269,0.0004724423,0.00004257365,0.000003996913,0.0001852747,0.001086437,0.00001274993,0.00006377387,0.03666762,0.9456465,0.01577934],"study_design_scores_gemma":[0.000006738932,0.000008647038,0.0002768658,0.0001147631,0.00000177889,0.0001268441,0.001124408,0.000009275634,0.00001213835,0.003133511,0.9951794,0.000005620395],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0005636822,0.01564609,0.0001634128,0.8970626,0.03591465,0.000007298496,0.00002324282,0.00002284506,0.05059615],"genre_scores_gemma":[0.03963743,0.02146225,0.0006334516,0.6318101,0.03146876,0.00004102837,0.00008400118,0.00009392455,0.2747691],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9897275,"threshold_uncertainty_score":0.1648935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01317065895952769,"score_gpt":0.3468119314717953,"score_spread":0.3336412725122676,"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."}}