{"id":"W4402713222","doi":"10.36740/wlek202408239","title":"LUNG CANCER SCREENING- THE ONTARIO? CANADA EXPERIENCE","year":2024,"lang":"en","type":"article","venue":"Wiadomości Lekarskie","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Lung cancer; Cancer; Medicine; Lung cancer screening; Oncology; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007267921,0.0001904778,0.000213474,0.00003337819,0.0001553146,0.00007599335,0.0001332932,0.00004618839,0.00214833],"category_scores_gemma":[0.00001248603,0.0001136386,0.0001022994,0.0002095276,0.00007367552,0.00007981926,0.00004777442,0.0002560625,0.00001452736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001814345,"about_ca_system_score_gemma":0.00205637,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9757344,"about_ca_topic_score_gemma":0.9861824,"domain_scores_codex":[0.9986544,0.00001743437,0.0001892082,0.0003697396,0.0004313952,0.0003378142],"domain_scores_gemma":[0.9992855,0.000097854,0.00002847505,0.0003871264,0.00004842264,0.000152676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001374749,0.0001455444,0.4205938,0.0003408385,0.001196461,0.002105225,0.01040513,0.0001430094,0.0001408274,0.00182274,0.5300331,0.03293585],"study_design_scores_gemma":[0.0009455231,0.0000922782,0.1610674,0.001099711,0.000517446,0.0001199168,0.0003389801,0.001113748,0.001893759,0.00004104347,0.8324934,0.0002767252],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.911627,0.03163086,0.0001499621,0.03880206,0.00280894,0.000988925,0.00005564156,0.0001894176,0.0137472],"genre_scores_gemma":[0.9858704,0.0002473021,0.0001232014,0.002115473,0.0003883444,0.000415484,0.0000147393,0.00002992456,0.01079516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3024603,"threshold_uncertainty_score":0.9987639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0152066203785288,"score_gpt":0.3037505577249808,"score_spread":0.288543937346452,"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."}}