{"id":"W3183170268","doi":"10.21037/tlcr-21-533","title":"Oligometastatic non-small cell lung cancer: from biology to clinical practice","year":2021,"lang":"en","type":"article","venue":"Translational Lung Cancer Research","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Medicine; Lung cancer; Clinical Practice; Medical physics; Bioinformatics; Oncology; Computational biology; Family medicine; Biology","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":[0.001013282,0.0002284145,0.0005429469,0.000198943,0.0001958624,0.00006137213,0.0001908689,0.0001669931,0.00247999],"category_scores_gemma":[0.0002222678,0.0002035071,0.0002114788,0.0008498738,0.0001145794,0.0001161527,0.000069275,0.000725824,0.00009800213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006652726,"about_ca_system_score_gemma":0.003666993,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007905144,"about_ca_topic_score_gemma":0.00239462,"domain_scores_codex":[0.9964653,0.0004712285,0.0006158493,0.0009000878,0.0008886511,0.0006589334],"domain_scores_gemma":[0.995285,0.002433312,0.00008119617,0.000488824,0.001195909,0.0005157475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001639173,0.001747982,0.9226574,0.0006842976,0.002085357,0.0004231384,0.00173706,0.0006764354,0.002436924,0.0009742065,0.03301466,0.03192335],"study_design_scores_gemma":[0.01532598,0.001064726,0.6898323,0.001952727,0.002840964,0.00003044222,0.000473311,0.00574368,0.01559666,0.0008025463,0.2654904,0.0008462896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7750667,0.07383,0.002833823,0.1269218,0.001572783,0.003073532,0.001588154,0.00008750187,0.01502569],"genre_scores_gemma":[0.9637952,0.01154838,0.01550012,0.003351283,0.001774512,0.001631721,0.000494023,0.00007671909,0.00182807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2328251,"threshold_uncertainty_score":0.9987013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09970969201186299,"score_gpt":0.5102623789734615,"score_spread":0.4105526869615985,"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."}}