{"id":"W4407251851","doi":"10.33590/emjinnov/rfjb6600","title":"Improving Clinic Capacity with Faricimab","year":2025,"lang":"en","type":"article","venue":"EMJ Innovation","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"Allergan; F. Hoffmann-La Roche","keywords":"Overtime; Medicine; Burnout; Medical emergency; Family 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":[0.00414512,0.0002585275,0.0004506956,0.0006269902,0.0013068,0.002603174,0.001471857,0.001014801,0.01639585],"category_scores_gemma":[0.01409545,0.0001932084,0.0007541854,0.0005408265,0.001062863,0.00246146,0.003158768,0.001961304,0.001830271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002785038,"about_ca_system_score_gemma":0.003693188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005821107,"about_ca_topic_score_gemma":0.006811057,"domain_scores_codex":[0.9966493,0.001388373,0.0002409913,0.0002936069,0.0006241155,0.0008036877],"domain_scores_gemma":[0.9915261,0.002473204,0.001906264,0.0007610403,0.0009368314,0.002396521],"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":[0.0009965743,0.001768081,0.04045504,0.001651398,0.0002482999,0.003270291,0.002582616,0.002589055,0.008473173,0.009465326,0.07111937,0.8573809],"study_design_scores_gemma":[0.0008587101,0.005428911,0.1440763,0.004349917,0.0002836234,0.01330584,0.009625664,0.003970867,0.01166365,0.01945224,0.7866165,0.0003678591],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5879842,0.07454782,0.01943317,0.1252798,0.003792931,0.0004816809,0.0007281159,0.001135989,0.1866163],"genre_scores_gemma":[0.9692835,0.00941209,0.006869781,0.006799067,0.0008216412,0.0001617389,0.0002354416,0.00008506736,0.006331541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01639585,"threshold_uncertainty_score":0.05484957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02378176480990955,"score_gpt":0.3130706835145773,"score_spread":0.2892889187046678,"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."}}