{"id":"W4412170658","doi":"10.2196/76515","title":"Adherence to Posttreatment Surveillance Guidelines in Non–Small Cell Lung Cancer: Retrospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Department of Veterans Affairs","keywords":"Preprint; Medicine; Lung cancer; Administration (probate law); Cohort; Cohort study; Family medicine; Environmental health; Oncology; Internal medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002075616,0.0003467607,0.0007722664,0.0001992986,0.00007462147,0.00003291562,0.0001546916,0.00008528269,0.0003177694],"category_scores_gemma":[0.00002926347,0.000280345,0.0001146212,0.0008068032,0.00002444331,0.00004545281,0.00009855198,0.0001747932,0.00002025027],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004373938,"about_ca_system_score_gemma":0.0006501569,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03885677,"about_ca_topic_score_gemma":0.04640296,"domain_scores_codex":[0.9977947,0.00004628634,0.0005108811,0.0008534706,0.0003527708,0.0004418387],"domain_scores_gemma":[0.9986506,0.0000471312,0.0001125406,0.0005842949,0.0004458235,0.0001595928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002877168,0.001065511,0.9676175,0.000145999,0.0003934196,0.00008839241,0.0006003954,0.0002476988,0.0001224689,0.000008714143,0.02402432,0.005397832],"study_design_scores_gemma":[0.004300419,0.000874433,0.9894776,0.0008590999,0.0002442042,7.178897e-7,0.0001973009,0.0001590475,0.001067711,0.000005882566,0.002575518,0.0002380228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781958,0.005872431,0.0000141192,0.003640542,0.0007325921,0.007054661,0.0001000339,0.0000653817,0.004324451],"genre_scores_gemma":[0.9720967,0.002051202,0.0001527269,0.001533268,0.0001951943,0.01520508,0.00001231141,0.00003253601,0.008720987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02186012,"threshold_uncertainty_score":0.9999649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01906429718390963,"score_gpt":0.3782791696750704,"score_spread":0.3592148724911607,"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."}}