{"id":"W3129456439","doi":"10.1097/sla.0000000000004780","title":"Clinical Significance of a Circulating Tumor Cell-based Classifier in Stage IB Lung Adenocarcinoma","year":2021,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Medicine; Nomogram; Oncology; Stage (stratigraphy); Internal medicine; Cohort; Adenocarcinoma; Multivariate analysis; Circulating tumor cell; Cancer; Metastasis","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":[0.001276108,0.0001271922,0.0008421284,0.0001619323,0.00001510269,0.00000541109,0.00005168259,0.0000740013,0.0003979233],"category_scores_gemma":[0.000509479,0.0001262743,0.0004638273,0.0004671637,0.0001053964,0.00004866281,0.00002808228,0.0002115542,0.000002788523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001723345,"about_ca_system_score_gemma":0.0009645926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001837368,"about_ca_topic_score_gemma":0.00002072968,"domain_scores_codex":[0.9979036,0.000163795,0.00101772,0.0003159739,0.0003154829,0.0002833991],"domain_scores_gemma":[0.9978067,0.0009947096,0.0003817355,0.0003890998,0.0002906352,0.0001371426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002665229,0.0005476885,0.9661118,0.001406533,0.00005805739,0.0007719244,0.00006733535,0.00007948781,0.02194964,0.00001832156,0.003090196,0.005632459],"study_design_scores_gemma":[0.0009505244,0.00006795082,0.7297159,0.0007820829,0.00007430356,0.000008309571,0.0003347576,0.0005093215,0.2641139,0.00001556619,0.003248849,0.0001784805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992183,0.005002571,0.0001119652,0.0007492736,0.0002082658,0.0001522715,0.0000462739,0.000010479,0.001535925],"genre_scores_gemma":[0.9976217,0.0003375685,0.0003871647,0.001141122,0.00009916881,0.00001108635,0.00002274305,0.00002207096,0.0003574408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2421643,"threshold_uncertainty_score":0.5149317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.32704081715412,"score_gpt":0.4081792343344423,"score_spread":0.08113841718032228,"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."}}