{"id":"W3044556308","doi":"10.1016/j.chest.2020.07.021","title":"A Shifting Paradigm","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":"University of Ottawa","funders":"","keywords":"Medicine; Focus (optics); Intensive care medicine; Clinical Practice; Medical physics; Physical examination; Point of care ultrasound; Cardiac Ultrasound; Radiology; Ultrasound; Physical therapy","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":[0.00924567,0.001496516,0.002504734,0.005195955,0.001429745,0.006629719,0.002066991,0.006366469,0.01592587],"category_scores_gemma":[0.01102704,0.0004785349,0.001103522,0.003770003,0.007548059,0.01354705,0.006847415,0.01012918,0.006611007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00423093,"about_ca_system_score_gemma":0.01170197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002203357,"about_ca_topic_score_gemma":0.003967258,"domain_scores_codex":[0.9967348,0.001197679,0.0003908497,0.0004773843,0.0008778173,0.0003214861],"domain_scores_gemma":[0.993831,0.002819235,0.0004852581,0.0002566047,0.001879307,0.0007285261],"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":[0.0001302256,0.00007464717,0.0001531325,0.01107327,0.0001048747,0.0001248272,0.0004112434,0.0002276039,0.000454926,0.1407745,0.2101655,0.6363053],"study_design_scores_gemma":[0.00004208674,0.00006976207,0.0002339329,0.009645569,0.00006322042,0.0003327347,0.0003470437,0.00009646107,0.00007834403,0.05222293,0.9368412,0.00002685451],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002475827,0.8998043,0.001359889,0.06772842,0.02107773,0.00002308029,0.00006562109,0.00004192371,0.009651524],"genre_scores_gemma":[0.007477805,0.8384975,0.002112581,0.1184313,0.02497665,0.000103202,0.0001082471,0.00004105458,0.008251812],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01592587,"threshold_uncertainty_score":0.05327731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1797740558895243,"score_gpt":0.4420937387797772,"score_spread":0.2623196828902529,"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."}}