{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007459037,0.0001190278,0.000611106,0.0002228727,0.0001599318,0.00001403685,0.0001703163,0.00005657177,0.00006776814],"category_scores_gemma":[0.00006962174,0.0001078287,0.0001016351,0.000221147,0.00003966376,0.0001244177,0.00003929509,0.0007793416,1.862694e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007793949,"about_ca_system_score_gemma":0.04178233,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7255988,"about_ca_topic_score_gemma":0.9326169,"domain_scores_codex":[0.9982421,0.0004625117,0.0005879545,0.00009495571,0.0003005742,0.0003119208],"domain_scores_gemma":[0.9977441,0.0001191536,0.0004168344,0.0004704686,0.0005266887,0.0007226872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001507943,0.0006485211,0.9093065,0.002616841,0.0001609779,0.0008468922,0.003710685,0.0001099317,0.00008771454,0.00007063922,0.001752629,0.08053784],"study_design_scores_gemma":[0.002216792,0.001207101,0.9836279,0.004456984,0.0001476085,0.0002254479,0.003004538,0.00006880396,0.00011432,0.00001031334,0.004820135,0.0001001194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650853,0.02171459,0.00006881693,0.008946623,0.000234319,0.0003651572,0.0001609826,0.000007477844,0.003416718],"genre_scores_gemma":[0.9918529,0.003095081,0.001874562,0.002926374,0.00009390599,0.000006158318,0.0001079637,0.00001742044,0.00002562015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2070181,"threshold_uncertainty_score":0.996015,"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."}}