{"id":"W3021164831","doi":"10.1016/j.athoracsur.2016.11.010","title":"Invited Commentary","year":2017,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; Toronto General Hospital","funders":"","keywords":"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":[0.007189957,0.001496322,0.002678324,0.001447962,0.009635363,0.01173954,0.004024372,0.107583,0.02279813],"category_scores_gemma":[0.07300001,0.001282145,0.002442128,0.001109461,0.005575805,0.004879502,0.005214812,0.07066708,0.01714481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01158554,"about_ca_system_score_gemma":0.0169151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01251413,"about_ca_topic_score_gemma":0.01835666,"domain_scores_codex":[0.9885719,0.002667165,0.0008619713,0.001431138,0.003880458,0.002587335],"domain_scores_gemma":[0.9758488,0.01047751,0.001855738,0.0006622033,0.005572855,0.005582971],"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":[0.00001059333,0.000005038582,0.0001166468,0.00002563605,0.00000698268,0.0003590138,0.00008687381,0.00001427321,0.00002029273,0.0009466998,0.996821,0.00158688],"study_design_scores_gemma":[0.00005941731,0.0000188905,0.0004120904,0.000432225,0.00003324187,0.0006355435,0.0005390602,0.0001178593,0.00009046684,0.004688506,0.9929239,0.00004878161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001190332,0.001197349,0.00002934761,0.9423875,0.05231559,0.00001154029,0.00003771892,0.00001623509,0.003885598],"genre_scores_gemma":[0.001169403,0.0006071467,0.00003155617,0.9502986,0.03849194,0.0000288709,0.00002148427,0.00002052119,0.009330461],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.107583,"threshold_uncertainty_score":0.08405942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1681853035806618,"score_gpt":0.4215092364680777,"score_spread":0.2533239328874158,"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."}}