{"id":"W2751043366","doi":"10.21037/amj.2017.08.23","title":"Surveillance after surgical resection of stage I non-small cell lung cancer","year":2017,"lang":"en","type":"article","venue":"AME Medical Journal","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University","funders":"","keywords":"Medicine; Lung cancer; Stage (stratigraphy); Surgical resection; Resection; Radiology; Cancer; Lung; Population; Surgery; Oncology; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005981288,0.0001328609,0.0003868942,0.00005594232,0.0001611793,0.00004545194,0.0001850741,0.0001329133,0.003038495],"category_scores_gemma":[0.0001391341,0.0000888767,0.000177925,0.00004124323,0.0001653287,0.00007232909,0.00006800793,0.0004895116,0.00001061558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002227726,"about_ca_system_score_gemma":0.0004800929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005864449,"about_ca_topic_score_gemma":0.000429756,"domain_scores_codex":[0.9983304,0.0000573575,0.0003576196,0.0001941274,0.0007747859,0.0002856675],"domain_scores_gemma":[0.9985937,0.00009291239,0.0002896716,0.0003527561,0.0001642041,0.0005066825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006520062,0.0003390821,0.9825231,0.0002145275,0.0001754046,0.002394792,0.0001226041,0.000002715408,0.00006041507,0.00001030151,0.004302882,0.00920215],"study_design_scores_gemma":[0.007670088,0.0006941411,0.9721611,0.001362534,0.0001695236,0.0004897134,0.0000377956,0.0003846416,0.002385948,0.00001385424,0.01447842,0.000152273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856858,0.003364687,0.00008153589,0.005652602,0.000861882,0.0001656244,0.00001459174,0.000008585485,0.004164724],"genre_scores_gemma":[0.9904289,0.006446188,0.00008743757,0.0002223144,0.001191455,0.00003411461,0.000002501001,0.00001758794,0.001569475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01036205,"threshold_uncertainty_score":0.9978729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276381065240107,"score_gpt":0.3264114541630666,"score_spread":0.3136476435106655,"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."}}