{"id":"W2887821816","doi":"10.1016/j.jtcvs.2018.07.069","title":"Computers can compute better than humans","year":2018,"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":"McMaster University","funders":"","keywords":"Medicine; Lung cancer; Lung; Computed tomographic; Lung function; Cardiothoracic surgery; Lung cancer screening; Computed tomography; Radiology; Surgery; Pathology; Internal 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":[0.002086614,0.0006257046,0.0005091829,0.0004235081,0.001272724,0.003057849,0.0006282964,0.008513548,0.01451856],"category_scores_gemma":[0.03183964,0.0002627368,0.0004379613,0.0003722892,0.003144876,0.00475622,0.001461442,0.01084937,0.007027008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001247272,"about_ca_system_score_gemma":0.001075487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001907406,"about_ca_topic_score_gemma":0.002676571,"domain_scores_codex":[0.998223,0.0008352846,0.0001146573,0.0001810477,0.000483226,0.0001627042],"domain_scores_gemma":[0.9886799,0.008545065,0.0004195118,0.0008065526,0.00099282,0.0005561814],"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":[0.0002085035,0.00008274261,0.002609526,0.0001251553,0.00005976261,0.001583038,0.0002732503,0.001581774,0.0003490618,0.05831479,0.8424819,0.09233043],"study_design_scores_gemma":[0.0001239965,0.00007397464,0.0006638643,0.000166049,0.0000220166,0.00121615,0.0002487857,0.002831919,0.0003677116,0.1610248,0.8332294,0.00003126863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001571352,0.002483621,0.002571885,0.9618277,0.008866379,0.00001108364,0.0000505278,0.0001156427,0.02250174],"genre_scores_gemma":[0.09572198,0.009020441,0.0080439,0.7892367,0.0514406,0.0001188898,0.0001753145,0.0002134606,0.04602865],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01451856,"threshold_uncertainty_score":0.04856944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02259457107496813,"score_gpt":0.2760976435373739,"score_spread":0.2535030724624058,"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."}}