{"id":"W2101951001","doi":"10.1016/j.clinimag.2004.05.001","title":"CT screening for lung cancer","year":2004,"lang":"en","type":"article","venue":"Clinical Imaging","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Cancer Institute","keywords":"Medicine; Medical diagnosis; Regimen; Stage (stratigraphy); Lung cancer; Asymptomatic; Lung cancer screening; Interim analysis; Interim; Internal medicine; Radiology; Clinical trial","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":[],"consensus_categories":[],"category_scores_codex":[0.0002208125,0.00009969038,0.0002677217,0.00002686322,0.00007126867,0.00002046736,0.0000479491,0.00001808863,0.00006309476],"category_scores_gemma":[0.0001504606,0.00007842084,0.0002295574,0.00006285273,0.00006021797,0.00006212325,0.00002555193,0.0001220567,0.000007011216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001602668,"about_ca_system_score_gemma":0.0001300992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001578264,"about_ca_topic_score_gemma":0.00001595773,"domain_scores_codex":[0.9990588,0.00001008902,0.0003124689,0.0002873406,0.0001029532,0.000228308],"domain_scores_gemma":[0.9993224,0.0001985363,0.00006558497,0.0001922226,0.00006751465,0.000153699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000768675,0.0002492534,0.8727871,0.00008349463,0.0001775412,0.00007565538,0.00002918648,0.00007709373,0.00001818042,0.0002615404,0.006626314,0.1195378],"study_design_scores_gemma":[0.04359372,0.0005893185,0.8376914,0.004337967,0.002827681,0.0001197146,0.0001566352,0.01216074,0.003863817,0.001426894,0.09252214,0.0007099694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8193336,0.01595597,0.05555237,0.09903528,0.002581835,0.00247139,0.00005618042,0.0003758093,0.004637581],"genre_scores_gemma":[0.9794517,0.000402244,0.01347033,0.005358262,0.0008378029,0.0001987368,0.00001597193,0.00002807979,0.0002368535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1601181,"threshold_uncertainty_score":0.3197909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07080876818729329,"score_gpt":0.4747762692945519,"score_spread":0.4039675011072585,"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."}}