{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001706861,0.000312031,0.0004472001,0.0007064975,0.0002635379,0.0008968611,0.0002945421,0.000578755,0.0009892178],"category_scores_gemma":[0.005746349,0.00009444208,0.0002360825,0.0003747735,0.0002118637,0.0003959411,0.0003356583,0.0004593556,0.0003434733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000497482,"about_ca_system_score_gemma":0.0004030909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001144358,"about_ca_topic_score_gemma":0.001511911,"domain_scores_codex":[0.9994721,0.0001426523,0.00006078695,0.00009026428,0.0001651973,0.0000690059],"domain_scores_gemma":[0.9979879,0.0009120358,0.0003357955,0.00008532415,0.0003942554,0.0002846692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002384165,0.0001318878,0.9605414,0.00006308701,0.0000859119,0.00006513998,0.00004264417,0.001436351,0.007866991,0.0000589119,0.0005373383,0.02678609],"study_design_scores_gemma":[0.0002014363,0.003669826,0.9122759,0.00006531403,0.0004387051,0.0007211058,0.0001900146,0.0687283,0.01158836,0.0003620046,0.001719996,0.00003903282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960602,0.0008720845,0.001740215,0.0001173556,0.00002371493,0.00004322293,0.0002755555,0.00004831933,0.00081933],"genre_scores_gemma":[0.9981917,0.0000748098,0.001211115,0.00003037595,0.00001476571,0.00001817946,0.0003116222,0.000004367487,0.0001431803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001706861,"threshold_uncertainty_score":0.009026885,"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."}}