{"id":"W4406322728","doi":"10.1007/s10459-024-10407-2","title":"The birth of the virtual clinic: welcome to the Mediverse","year":2025,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Government of Ontario; Ministry of Health and Long Term Care; University of Toronto; University Health Network; Hospital for Sick Children; The Wilson Centre; Toronto Rehabilitation Institute","funders":"","keywords":"Medical education; Family medicine; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.007900109,0.0015627,0.001268746,0.001354159,0.007404538,0.01676191,0.002106068,0.01593755,0.04481268],"category_scores_gemma":[0.02637896,0.0005364085,0.001031738,0.0006106866,0.005953431,0.01558957,0.01397151,0.03511998,0.009997142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002206676,"about_ca_system_score_gemma":0.003962163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008742536,"about_ca_topic_score_gemma":0.00314859,"domain_scores_codex":[0.9944916,0.002326352,0.0001584674,0.0005667652,0.001484326,0.0009725228],"domain_scores_gemma":[0.9622164,0.009855814,0.001317243,0.001220572,0.003888925,0.02150102],"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":[0.00009666965,0.00005883739,0.0001906181,0.0001906455,0.00001035071,0.0005352336,0.002042758,0.00003064303,0.0004006448,0.009216893,0.9631419,0.02408476],"study_design_scores_gemma":[0.00001813819,0.00005010801,0.0002651586,0.0003955124,0.000007363093,0.0006585666,0.003435141,0.00004578155,0.0001179274,0.003579134,0.9913935,0.0000335491],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001182602,0.03422873,0.0008652943,0.5949569,0.3499927,0.00001926257,0.0001150913,0.0001642916,0.01847515],"genre_scores_gemma":[0.03283016,0.0265454,0.001619277,0.2834302,0.5380668,0.00009570229,0.0002069323,0.0005548686,0.1166507],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04481268,"threshold_uncertainty_score":0.1499134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1180160766314555,"score_gpt":0.5234541929149795,"score_spread":0.4054381162835241,"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."}}