{"id":"W2183447948","doi":"10.1007/bf03257166","title":"Lung Cancer Screening","year":2002,"lang":"en","type":"review","venue":"American Journal of Respiratory Medicine","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Lung cancer screening; Lung cancer; Medicine; Cost effectiveness; Intensive care medicine; Cancer; Cancer screening; Treatment of lung cancer; MEDLINE; Medical physics; Oncology; Risk analysis (engineering); Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005959907,0.0005687731,0.004828297,0.0007480546,0.00006721203,0.00001138156,0.0002784734,0.0001288675,0.001019977],"category_scores_gemma":[0.0001798056,0.0003304869,0.0008811675,0.0008806215,0.0005170176,0.00007439873,0.00003882912,0.0009473008,0.00001184482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008524563,"about_ca_system_score_gemma":0.0008456394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007975237,"about_ca_topic_score_gemma":0.00000388278,"domain_scores_codex":[0.9964767,0.0002464174,0.001604518,0.0003527108,0.0009217494,0.00039791],"domain_scores_gemma":[0.9953732,0.0003608342,0.002779766,0.0004876781,0.0003737859,0.0006246814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004443155,0.0000964042,0.001068979,0.004712509,0.002075072,0.0009489315,0.00008445977,8.637715e-7,2.343245e-7,0.000005399306,0.04271473,0.948248],"study_design_scores_gemma":[0.001492726,0.003122135,0.0001030862,0.1008468,0.01076829,0.0007248044,0.00006683371,0.000001668159,8.602626e-7,4.568623e-7,0.8826532,0.000219157],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006153896,0.9971173,0.00005295556,0.0009413547,0.000652914,0.0004893491,0.00001344794,0.00002078191,0.0006502925],"genre_scores_gemma":[0.00006657453,0.9935762,0.0003018223,0.001626377,0.004007257,0.0000577439,0.000005533893,0.000107128,0.0002513974],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9480288,"threshold_uncertainty_score":0.9999147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07632695345960085,"score_gpt":0.4194016851006842,"score_spread":0.3430747316410833,"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."}}