{"id":"W2957689622","doi":"10.1016/j.jtcvs.2019.07.002","title":"Commentary: Detection is only part of the equation—Does elevated risk alone warrant screening?","year":2019,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Warrant; Intensive care medicine","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":[0.007339372,0.001039476,0.002823732,0.001308836,0.006427426,0.005161134,0.003398923,0.09911596,0.01052172],"category_scores_gemma":[0.0667479,0.001275297,0.001733934,0.001363294,0.004030048,0.005754381,0.002101638,0.05992964,0.01102423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006401561,"about_ca_system_score_gemma":0.01210264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01221439,"about_ca_topic_score_gemma":0.018106,"domain_scores_codex":[0.9917983,0.002901473,0.001180834,0.00112116,0.001996095,0.001002262],"domain_scores_gemma":[0.9601998,0.02570144,0.002263867,0.0007543362,0.006209122,0.004871362],"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":[0.00006228111,0.0000308787,0.000788407,0.00005566659,0.00002105333,0.0009093056,0.0001056717,0.00005772059,0.00008843383,0.001550206,0.9917381,0.004592234],"study_design_scores_gemma":[0.0004047428,0.0001535806,0.002585117,0.001621956,0.0001616991,0.003424301,0.001028428,0.001464533,0.0003778596,0.02262335,0.9658906,0.0002638389],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001842987,0.0002888887,0.00004174095,0.9849966,0.01341849,0.00000599119,0.00004972708,0.00001142949,0.001002891],"genre_scores_gemma":[0.002156064,0.0003357373,0.0001779889,0.9521385,0.04316226,0.00002308539,0.00002737392,0.00001623428,0.001962806],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09911596,"threshold_uncertainty_score":0.04644674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0204391980898219,"score_gpt":0.2600393216467761,"score_spread":0.2396001235569542,"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."}}