{"id":"W3024037381","doi":"10.1016/j.chest.2020.04.052","title":"Better With Ultrasound","year":2020,"lang":"en","type":"review","venue":"CHEST Journal","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Pneumothorax; Chest radiograph; Pleural effusion; Radiology; Thorax (insect anatomy); Ultrasound; Physical examination; Radiography; Pneumonia; Medical physics; 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":[0.001221668,0.001105061,0.002178548,0.003764954,0.0004037022,0.002478908,0.0007071017,0.002449636,0.02631983],"category_scores_gemma":[0.004556968,0.0003865119,0.000910458,0.002407844,0.00104355,0.003670786,0.001366007,0.003262482,0.01032414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006538376,"about_ca_system_score_gemma":0.001721388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001409842,"about_ca_topic_score_gemma":0.00347315,"domain_scores_codex":[0.9992126,0.0002256978,0.0001577343,0.0001251265,0.0002143362,0.00006450884],"domain_scores_gemma":[0.9984064,0.0006752333,0.0002997309,0.00006481238,0.0004071739,0.0001467127],"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":[0.0000670332,0.00004954134,0.0002095262,0.01989297,0.00009454937,0.00009510009,0.00007044763,0.00006965599,0.0005016575,0.002448785,0.1212015,0.8552992],"study_design_scores_gemma":[0.00005501632,0.0001042473,0.0009566979,0.01446998,0.0002164418,0.00105383,0.0001018218,0.00004581769,0.0001555957,0.001826428,0.980991,0.00002310565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007073014,0.9935151,0.0001036338,0.002114569,0.001583446,0.000006810174,0.00002778133,0.00001701262,0.002560827],"genre_scores_gemma":[0.001223552,0.9841337,0.0004184937,0.006536056,0.003917173,0.00001496378,0.00006534109,0.00001189145,0.003678775],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02631983,"threshold_uncertainty_score":0.08804864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09403376613846652,"score_gpt":0.3927765605698322,"score_spread":0.2987427944313656,"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."}}