{"id":"W1944068990","doi":"10.1016/j.lungcan.2014.07.013","title":"Interval lung cancers not detected on screening chest X-rays: How are they different?","year":2014,"lang":"en","type":"article","venue":"Lung Cancer","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"National Cancer Institute","keywords":"Medicine; Lung cancer; Cancer; National Lung Screening Trial; Stage (stratigraphy); Lung; Internal medicine; Oncology; Radiology; Lung cancer screening","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"],"consensus_categories":[],"category_scores_codex":[0.0001007075,0.0003928155,0.0005716905,0.0001181869,0.0001456603,0.00007443069,0.0001646901,0.0001348991,0.0002779426],"category_scores_gemma":[0.00006924551,0.0002873753,0.0002249214,0.0001308696,0.00005531874,0.00008752039,0.00005911808,0.000333076,0.0000117628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001921421,"about_ca_system_score_gemma":0.0001041997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001485623,"about_ca_topic_score_gemma":0.0034487,"domain_scores_codex":[0.9981015,0.00007118723,0.0002334516,0.0006057441,0.0004671969,0.0005208707],"domain_scores_gemma":[0.9987305,0.0001397824,0.000194825,0.0005493927,0.0001131036,0.0002724397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001203015,0.0003230803,0.9251162,0.0008873193,0.001508271,0.00006310775,0.001017138,0.0004730677,0.001426502,0.0002065244,0.02231172,0.04546405],"study_design_scores_gemma":[0.005638691,0.0006227226,0.9531986,0.003960735,0.001030663,0.00000832458,0.0001708082,0.01058926,0.01314749,0.00001198941,0.01110907,0.000511676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817275,0.001674847,0.0006351494,0.01166222,0.001255229,0.0009211266,0.00008186967,0.0002564406,0.001785649],"genre_scores_gemma":[0.9939225,0.0004593752,0.0001586539,0.002345196,0.001032678,0.0005734681,0.00003186575,0.00008177919,0.001394481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04495237,"threshold_uncertainty_score":0.9999579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0196187294513068,"score_gpt":0.291492737576781,"score_spread":0.2718740081254742,"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."}}