{"id":"W4400319056","doi":"10.1503/cjs.013023","title":"Streamlining lung cancer management in Nova Scotia amid COVID-19: pooled triaging for expedited curative-intent oncologic surgery","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Dalhousie University","keywords":"Medicine; Referral; Context (archaeology); Lung cancer; Cardiothoracic surgery; Retrospective cohort study; Cohort; Coronavirus disease 2019 (COVID-19); General surgery; Pandemic; Surgery; Radiology; Internal medicine; Disease; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.003101666,0.0004551089,0.000578251,0.000903631,0.001240898,0.001388467,0.001302687,0.0005332802,0.001583474],"category_scores_gemma":[0.009674971,0.0004244077,0.001215652,0.001607109,0.0007053945,0.0003646266,0.002356431,0.000788285,0.0001663816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02365694,"about_ca_system_score_gemma":0.03787136,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9395074,"about_ca_topic_score_gemma":0.9592846,"domain_scores_codex":[0.9972989,0.0008508659,0.0002450526,0.000452892,0.0003650299,0.000787358],"domain_scores_gemma":[0.9946676,0.0007180535,0.001920614,0.0004158156,0.001016599,0.00126119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003051659,0.00006256831,0.9894107,0.0001298876,0.0003202925,0.0001248423,0.0003295539,0.001581685,0.0002374278,0.0001386912,0.001892358,0.005466823],"study_design_scores_gemma":[0.00006397371,0.0001884309,0.9926131,0.0001901314,0.0002231033,0.000113603,0.001471607,0.003631676,0.0001687844,0.00008494382,0.001227959,0.00002249221],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886297,0.001184975,0.0009746705,0.001972943,0.0001070092,0.0002329611,0.005166419,0.00002773631,0.001703573],"genre_scores_gemma":[0.9963719,0.0003691485,0.0008906292,0.0004963051,0.00003474339,0.00007245005,0.001452779,0.000007895328,0.0003040932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06049258,"threshold_uncertainty_score":0.1716439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2165430508745828,"score_gpt":0.4539425234680363,"score_spread":0.2373994725934535,"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."}}