{"id":"W3159870800","doi":"10.1016/j.chest.2021.04.025","title":"Avoid the Trap","year":2021,"lang":"en","type":"review","venue":"CHEST Journal","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Lung; Empyema; Pleural effusion; Thoracostomy; Complication; Apposition; Intensive care medicine; Radiology; Pneumothorax; Surgery; 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":[0.001467752,0.001028589,0.001436852,0.001677028,0.0007594502,0.00258772,0.001348636,0.003360719,0.0277923],"category_scores_gemma":[0.00382689,0.0002989512,0.0009714016,0.0008792974,0.001178771,0.00451967,0.002264309,0.006415236,0.01350948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005855868,"about_ca_system_score_gemma":0.002257264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001110223,"about_ca_topic_score_gemma":0.003069595,"domain_scores_codex":[0.9991709,0.0002418774,0.00009782539,0.0001287363,0.0002577329,0.0001029323],"domain_scores_gemma":[0.9986651,0.0005388128,0.0002100055,0.00008199453,0.0003068826,0.0001972187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001492952,0.00007218313,0.0002869529,0.009174392,0.0001579487,0.0002384177,0.0001296469,0.0001092483,0.0004536097,0.01555234,0.368638,0.605038],"study_design_scores_gemma":[0.0000381516,0.00006865009,0.0003890172,0.005010186,0.0000576714,0.0007363581,0.00008360936,0.00003670568,0.00006939165,0.004664502,0.9888321,0.00001360469],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002177401,0.9636488,0.0004770036,0.01643575,0.01084824,0.00001342906,0.00007886905,0.00006164693,0.008218501],"genre_scores_gemma":[0.005515029,0.911779,0.001344694,0.04602478,0.01439621,0.00003963256,0.0002100589,0.00005582374,0.02063466],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0277923,"threshold_uncertainty_score":0.09297454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1150715524793869,"score_gpt":0.3661663903934197,"score_spread":0.2510948379140329,"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."}}