{"id":"W4224218278","doi":"10.24908/pocus.v7i1.15162","title":"A Brisk and Life-Saving Diagnosis of Pericardial Effusion as the Cause for Recurrent Dyspnea","year":2022,"lang":"en","type":"article","venue":"POCUS Journal","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pericardial effusion; Medicine; Cardiology; Internal medicine; Radiology; Surgery; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007279858,0.00007225838,0.0002054388,0.00004236216,0.0004818079,0.00002284377,0.0001107974,0.00002622508,0.0004102513],"category_scores_gemma":[0.001903032,0.00004858495,0.0001485893,0.0001326886,0.00008080082,0.00002803237,0.00009781332,0.0004538352,0.00000342896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005702083,"about_ca_system_score_gemma":0.0001153594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002136283,"about_ca_topic_score_gemma":0.000002564506,"domain_scores_codex":[0.999002,0.00008556574,0.0003497897,0.0001281598,0.0002903814,0.0001440928],"domain_scores_gemma":[0.9978672,0.00149972,0.0002006339,0.0001687556,0.0001039224,0.0001597244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002526333,0.002300884,0.6436669,0.0001508954,0.0009839956,0.00003138802,0.007699941,0.0001143719,0.00577671,0.001871505,0.05538483,0.2794923],"study_design_scores_gemma":[0.006640141,0.006099803,0.3923266,0.0001697705,0.001804012,0.00239071,0.002595618,0.0005583434,0.0007705961,0.00990117,0.5763786,0.0003645783],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861122,0.001577265,0.0003007745,0.01096993,0.0002880914,0.0004448436,0.00004480438,0.000009897321,0.0002521526],"genre_scores_gemma":[0.9962318,0.001325609,0.0009574681,0.0006897968,0.000472042,0.0002344388,0.000005115695,0.00001413614,0.00006958909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5209938,"threshold_uncertainty_score":0.4491964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04633283055550306,"score_gpt":0.3596294810483724,"score_spread":0.3132966504928693,"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."}}