{"id":"W3200770938","doi":"10.3389/fmed.2021.723396","title":"The Epidemiology of Lung Metastases","year":2021,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"Pennsylvania State University; University of Pennsylvania; Penn State Hershey Cancer Institute; Penn State College of Medicine; National Institutes of Health; American Cancer Society","keywords":"Medicine; Lung; Metastasis; Internal medicine; Oncology; Lung cancer; Incidence (geometry); Proportional hazards model; Epidemiology; Hazard ratio; Cancer; Confidence interval","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":[0.0007221458,0.00009159528,0.0006354098,0.00006107528,0.00003631074,6.220849e-7,0.00006040473,0.00004287117,0.00009775747],"category_scores_gemma":[0.001345128,0.00004880636,0.00006778878,0.0002367449,0.0002582886,0.00001487518,0.00002372349,0.0001178478,0.000001303161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001370197,"about_ca_system_score_gemma":0.0001086147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009359969,"about_ca_topic_score_gemma":0.00003925309,"domain_scores_codex":[0.9989252,0.0001568234,0.0003884318,0.0001835745,0.000142964,0.0002030216],"domain_scores_gemma":[0.9988709,0.0005471599,0.00009377585,0.0003339639,0.00008012881,0.00007403431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000799828,0.00008274463,0.7657983,0.0000806594,0.0002509931,0.0001078591,0.0001236753,0.000004085739,0.00001937014,0.001199889,0.2221904,0.01006204],"study_design_scores_gemma":[0.007713289,0.000730103,0.8093992,0.001460962,0.00115207,0.0001178425,0.002554005,0.0006649679,0.00267669,0.005087534,0.1682903,0.0001530938],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.160241,0.6564041,0.006487159,0.1576885,0.006270446,0.0009534879,0.00002442192,0.0000488879,0.01188194],"genre_scores_gemma":[0.9509439,0.02835484,0.01410309,0.00374585,0.0004672512,0.0001025627,0.00008629361,0.0000240585,0.002172081],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7907029,"threshold_uncertainty_score":0.1990265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02730403759539689,"score_gpt":0.345552418474231,"score_spread":0.3182483808788341,"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."}}