{"id":"W4392470308","doi":"10.1002/ajim.23572","title":"Occupational lung cancer screening: A Collegium Ramazzini statement","year":2024,"lang":"en","type":"article","venue":"American Journal of Industrial Medicine","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Lung cancer; Statement (logic); Occupational medicine; Occupational exposure; Family medicine; Environmental health; Pathology; Law","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":[0.02479816,0.001605367,0.002314666,0.002298992,0.002953556,0.005337613,0.004816467,0.02876067,0.005950522],"category_scores_gemma":[0.05898035,0.0008749174,0.001839298,0.001767693,0.004223544,0.004501075,0.005975527,0.03397401,0.005538425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00454644,"about_ca_system_score_gemma":0.01698913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00621022,"about_ca_topic_score_gemma":0.008541451,"domain_scores_codex":[0.9827261,0.003892382,0.001930437,0.003076207,0.007265777,0.001109094],"domain_scores_gemma":[0.9467415,0.01556363,0.002492135,0.002969778,0.02296722,0.009265704],"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":[0.00003484508,0.00007270015,0.0005099384,0.0003318264,0.00002685249,0.0002037334,0.0001323807,0.00006736797,0.0001890569,0.004116893,0.9426872,0.05162727],"study_design_scores_gemma":[0.00004286682,0.00006604678,0.001175212,0.002063605,0.00002875042,0.0005306606,0.00005478348,0.0001239637,0.00009823305,0.002799433,0.9929825,0.00003394555],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003372679,0.04951983,0.0007767359,0.8361665,0.1057276,0.0001791707,0.0001544059,0.00005550999,0.007082967],"genre_scores_gemma":[0.006069227,0.05733885,0.003981453,0.6696244,0.2387406,0.0006816781,0.0005675729,0.0001290876,0.02286722],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02876067,"threshold_uncertainty_score":0.1311467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05666270376994456,"score_gpt":0.3946497890982563,"score_spread":0.3379870853283118,"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."}}