{"id":"W4414915790","doi":"10.2196/69372","title":"Exploring the Utility of Virtual Clinics for Neurosurgical Patient Consults: Cohort Study to Assess Feasibility","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Cohort study; MEDLINE; Research design; Data collection; Cohort","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":[0.009925724,0.0005100197,0.0004481071,0.001105846,0.001376489,0.001294779,0.0008741274,0.0006596709,0.003324361],"category_scores_gemma":[0.0241109,0.0005738892,0.001106401,0.0006413724,0.0007844798,0.001596182,0.001736755,0.00098224,0.0007554736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006722666,"about_ca_system_score_gemma":0.001566229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004411418,"about_ca_topic_score_gemma":0.005724911,"domain_scores_codex":[0.9945309,0.003037087,0.0004592882,0.0005899562,0.0008246856,0.0005581799],"domain_scores_gemma":[0.9880247,0.004327116,0.003669799,0.00138048,0.001309386,0.001288545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001007344,0.001603365,0.9883891,0.00004811555,0.00006753327,0.0002790053,0.003912905,0.0000689837,0.0004943762,0.0000522005,0.0001941297,0.003882971],"study_design_scores_gemma":[0.0002246704,0.01598889,0.9695724,0.00006171822,0.00009468754,0.0007124596,0.01067265,0.001159918,0.0004321781,0.00008658023,0.0009404934,0.00005349321],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988806,0.00003103729,0.00020033,0.00002587139,0.000005011955,0.0004526556,0.0001209324,0.000003077807,0.0002804929],"genre_scores_gemma":[0.998373,0.00004262808,0.0005486047,0.0000427565,0.000009969091,0.0006992485,0.0001166965,0.000004798574,0.0001622432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009925724,"threshold_uncertainty_score":0.05249286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4247313302166441,"score_gpt":0.5609508286508158,"score_spread":0.1362194984341717,"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."}}