{"id":"W4210396527","doi":"10.2196/preprints.27259","title":"An Environmental Scan of Virtual “Walk-In” Clinics in Canada: Comparative Study (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Academic Health Science Network; University of British Columbia; Providence Health Care; Simon Fraser University","funders":"","keywords":"Payment; Business; Quality (philosophy); Health care; Medicine; Finance; Economics; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.00171197,0.0003625394,0.0005363132,0.00692299,0.003947896,0.001979193,0.001684323,0.0006726505,0.006461007],"category_scores_gemma":[0.008458935,0.0005355299,0.0007875665,0.02359075,0.002105367,0.001044706,0.001932025,0.000592773,0.0004466904],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03349096,"about_ca_system_score_gemma":0.05176295,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9802006,"about_ca_topic_score_gemma":0.9886506,"domain_scores_codex":[0.9962112,0.0005043732,0.000303081,0.0005046417,0.001290545,0.001186179],"domain_scores_gemma":[0.9878506,0.002932773,0.002883707,0.0003284486,0.004718966,0.001285489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002760331,0.0002954931,0.9500838,0.001275911,0.0001613095,0.0008005127,0.01935096,0.0003334951,0.0003975749,0.001036346,0.007070034,0.01891848],"study_design_scores_gemma":[0.00001381476,0.00011437,0.9692345,0.0002428313,0.00004567214,0.0001641393,0.02630516,0.0001923329,0.00008269627,0.00004532964,0.003528654,0.00003046107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744178,0.0009208578,0.0002502921,0.0005247635,0.00001325057,0.0003962485,0.01785296,0.00002209849,0.005601728],"genre_scores_gemma":[0.9907889,0.001004049,0.0007099882,0.0004837114,0.00001700204,0.0003105472,0.005136518,0.00001799888,0.001531356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.966509,"threshold_uncertainty_score":0.242995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05224272757329172,"score_gpt":0.3825119366877053,"score_spread":0.3302692091144135,"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."}}