{"id":"W2329908191","doi":"10.2482/haigan.41.299","title":"The Efficacy of Lung Cancer Screening in Miyagi Prefecture, Japan: A Comparison of 2 Case-Control Studies Conducted in the 1980s and in the 1990s.","year":2001,"lang":"en","type":"article","venue":"Haigan","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"","keywords":"Lung cancer; Selection (genetic algorithm); Selection bias; Medicine; Oncology; Demography; Internal medicine; Statistics; Computer science; Mathematics; Pathology; Artificial intelligence; Sociology","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":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.01475961,0.0004858769,0.0007637518,0.002799674,0.0007552509,0.000993325,0.0006640264,0.001070322,0.0006799505],"category_scores_gemma":[0.02930286,0.0007510654,0.001553478,0.002247695,0.001136211,0.0006051724,0.0007177883,0.0005722937,0.00008297306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001359293,"about_ca_system_score_gemma":0.0007594191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02304274,"about_ca_topic_score_gemma":0.02880646,"domain_scores_codex":[0.9919111,0.004588144,0.001313034,0.0009672452,0.0008436028,0.0003769272],"domain_scores_gemma":[0.9774738,0.01011697,0.008039134,0.001903936,0.001631102,0.0008350169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001996573,0.00007924807,0.9926372,0.0001699092,0.001281097,0.0001114758,0.000567492,0.00006156415,0.0002313305,0.0000408166,0.00006988257,0.002753404],"study_design_scores_gemma":[0.000111951,0.0003904029,0.9977713,0.00003740429,0.0008957518,0.0001460007,0.0002259117,0.0001100009,0.00007599464,0.00001517538,0.0002112173,0.000008947779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889604,0.009951022,0.000226757,0.00009903986,0.00002423232,0.00004332363,0.0002502392,0.000002735301,0.0004422058],"genre_scores_gemma":[0.998625,0.0009013993,0.000115942,0.00003724112,0.00002199343,0.00002587356,0.0002192336,0.000001433984,0.00005181944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9992362,"threshold_uncertainty_score":0.07805723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04713098775861858,"score_gpt":0.3784160304393627,"score_spread":0.3312850426807441,"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."}}