{"id":"W2920909731","doi":"10.1136/thoraxjnl-2018-212783","title":"Lessons on managing pulmonary nodules from NELSON: we have come a long way","year":2019,"lang":"en","type":"letter","venue":"Thorax","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wellcome Trust; Wellcome","keywords":"Medicine; Lung cancer screening; National Lung Screening Trial; Lung cancer; Health care; Population; Randomized controlled trial; Family medicine; Surgery; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03619518,0.001179971,0.003527103,0.001546611,0.002081545,0.007947282,0.004792467,0.02145049,0.01235249],"category_scores_gemma":[0.1462125,0.000674951,0.002611997,0.001215611,0.006459045,0.02231466,0.004296608,0.03707229,0.00438736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003460301,"about_ca_system_score_gemma":0.009110201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007708701,"about_ca_topic_score_gemma":0.01218417,"domain_scores_codex":[0.9846245,0.00884295,0.001519086,0.00112831,0.003167412,0.0007177946],"domain_scores_gemma":[0.8696944,0.09134259,0.00415283,0.003767746,0.01582769,0.01521489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003629515,0.0001244083,0.0009182267,0.001854465,0.000156026,0.0009707049,0.0008409704,0.0003690805,0.000140047,0.01119135,0.8262059,0.1568659],"study_design_scores_gemma":[0.0009631723,0.0007312783,0.002113317,0.0158977,0.0002890969,0.002768678,0.002910915,0.000800655,0.000325936,0.1025883,0.8702513,0.0003597125],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003662408,0.04959636,0.0009265968,0.934972,0.01287133,0.00001559858,0.00005869962,0.00006957317,0.001123598],"genre_scores_gemma":[0.01004873,0.0900358,0.003602108,0.809271,0.08436847,0.0001270278,0.00009417297,0.0001173791,0.002335291],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03619518,"threshold_uncertainty_score":0.1914207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03954473227538646,"score_gpt":0.3142816956851738,"score_spread":0.2747369634097874,"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."}}