{"id":"W3206547134","doi":"10.1177/21501327211051484","title":"An Audit of Opportunistic Lung Cancer Screening in a Canadian Province","year":2021,"lang":"en","type":"article","venue":"Journal of Primary Care & Community Health","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. John’s Health Sciences Centre; Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Medicine; Audit; Lung cancer; Lung cancer screening; Family medicine; Primary care; Environmental health; Internal medicine; Accounting","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":[0.003006122,0.0003902367,0.0003999382,0.003086587,0.004921583,0.001518567,0.001892528,0.000616207,0.001282664],"category_scores_gemma":[0.01185223,0.000525975,0.0003964448,0.007355109,0.001180989,0.0002852956,0.001458233,0.0006481653,0.0001691144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05585469,"about_ca_system_score_gemma":0.1390665,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9912828,"about_ca_topic_score_gemma":0.9944766,"domain_scores_codex":[0.9925647,0.0006602752,0.0007041609,0.000557004,0.004104282,0.001409595],"domain_scores_gemma":[0.9722786,0.002112828,0.004769711,0.0008937364,0.01625385,0.003691256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001856203,0.0001293441,0.9606631,0.0006861876,0.0000545307,0.001181165,0.003281892,0.000241413,0.0006148117,0.0002814466,0.008851988,0.02382854],"study_design_scores_gemma":[0.0000148619,0.00009236747,0.9869078,0.0003006572,0.00003598648,0.0003668909,0.003477147,0.0004218909,0.0002735156,0.0000237784,0.008058214,0.00002686993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9621072,0.003390264,0.0006599132,0.002322992,0.00009566011,0.001514514,0.01328936,0.0001104196,0.01650953],"genre_scores_gemma":[0.9904266,0.00233962,0.001108287,0.0009687569,0.00002382431,0.0001491356,0.003110091,0.00001813428,0.001855546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05585469,"threshold_uncertainty_score":0.405256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0390782278836723,"score_gpt":0.3683759558089831,"score_spread":0.3292977279253108,"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."}}