{"id":"W3089782327","doi":"10.1016/j.chest.2020.06.059","title":"Flying Blind Despite All Our Instruments","year":2020,"lang":"en","type":"letter","venue":"CHEST Journal","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Olympus","keywords":"Medicine; Meta-analysis; Lung cancer; Pneumothorax; Scopus; Lung cancer screening; Bronchoscopy; Web of science; Systematic review; Medical physics; Radiology; MEDLINE; 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":[0.001904166,0.0008261222,0.0008645115,0.0008470276,0.01146493,0.005329601,0.001538931,0.06769168,0.01806918],"category_scores_gemma":[0.02056306,0.0007370489,0.00145038,0.0006119988,0.003368905,0.004535541,0.002628416,0.0587769,0.008015788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006083692,"about_ca_system_score_gemma":0.007432079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02031602,"about_ca_topic_score_gemma":0.039387,"domain_scores_codex":[0.9975241,0.0005026215,0.0002360262,0.0002677483,0.0005197205,0.0009497743],"domain_scores_gemma":[0.9949633,0.001741521,0.0002983721,0.0002243608,0.0008590957,0.001913296],"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":[0.00005043812,0.00006857386,0.002042415,0.00003065789,0.00002561822,0.02579433,0.0006383341,0.0001011542,0.0002440735,0.006529606,0.9576031,0.006871625],"study_design_scores_gemma":[0.00009752042,0.0001073758,0.002807549,0.0004717685,0.00005368124,0.02156462,0.003610075,0.0008016195,0.0002345425,0.01826339,0.9518929,0.00009505754],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001058606,0.0005008875,0.00009159632,0.9708061,0.01491629,0.00001538944,0.0000351189,0.00002040618,0.0125557],"genre_scores_gemma":[0.01075186,0.0005718051,0.0002486219,0.9387733,0.01564142,0.00002833137,0.00002843743,0.00003235618,0.03392382],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06769168,"threshold_uncertainty_score":0.06044739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07012062240926703,"score_gpt":0.3303933887847826,"score_spread":0.2602727663755156,"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."}}