{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002518041,0.0003688336,0.0005106703,0.0008939183,0.0006731642,0.0009079251,0.0008172464,0.0005133425,0.00128771],"category_scores_gemma":[0.005184868,0.0007143462,0.0009211259,0.001696066,0.000350211,0.0008078341,0.0006882397,0.001019586,0.0002547804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006715367,"about_ca_system_score_gemma":0.0007444443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01176921,"about_ca_topic_score_gemma":0.01412622,"domain_scores_codex":[0.9979531,0.0004394369,0.0003537456,0.0006524042,0.000343886,0.0002573233],"domain_scores_gemma":[0.9952582,0.0007510714,0.002214598,0.0009169616,0.0005133804,0.0003458848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009961284,0.00003629559,0.9989923,0.00001081712,0.00008887787,0.0000413649,0.00007433421,0.00002158894,0.00004338478,0.00001955845,0.0001324159,0.0004394827],"study_design_scores_gemma":[0.00002869881,0.0001919588,0.998117,0.00001816519,0.0001354284,0.0003393657,0.0002934261,0.0004170974,0.0000467646,0.00002553107,0.0003769139,0.000009758842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981518,0.0002707124,0.0001933409,0.00003431074,0.00001002335,0.00005835035,0.001016991,0.000004127839,0.0002602629],"genre_scores_gemma":[0.9986136,0.0001225999,0.0001441788,0.00003430227,0.00001059876,0.00005549222,0.0009212774,0.000003047477,0.00009488935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01176921,"threshold_uncertainty_score":0.02340138,"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."}}