{"id":"W4402332454","doi":"10.1016/j.bjae.2024.07.003","title":"Critical care echocardiography: training, imaging, and indications","year":2024,"lang":"en","type":"review","venue":"BJA Education","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Medical physics; Intensive care medicine; Radiology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001560184,0.0003069375,0.000857497,0.0004685297,0.0001208196,0.0001095209,0.0001405177,0.0002687481,0.0001138728],"category_scores_gemma":[0.0006207951,0.0002545602,0.0004901086,0.0006986947,0.0002751919,0.00007012944,0.00004344152,0.0006996667,0.0002782815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001356525,"about_ca_system_score_gemma":0.002142873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001796535,"about_ca_topic_score_gemma":0.000001464556,"domain_scores_codex":[0.9982839,0.00006585704,0.0005856943,0.0006418308,0.000207106,0.0002156],"domain_scores_gemma":[0.998317,0.0004934596,0.0001218208,0.0005718147,0.0002181929,0.0002777087],"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":[5.340059e-7,0.0001200125,0.0002503787,0.01441282,0.0001066114,7.251841e-7,0.0005611089,2.871657e-9,1.888054e-7,0.005756481,0.01155958,0.9672316],"study_design_scores_gemma":[0.00004748924,0.00002372586,0.0005155999,0.008328832,0.007295528,0.000116033,0.0008405665,4.857721e-7,8.733215e-8,0.002559414,0.9800545,0.0002177257],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009924667,0.9906257,0.0001055082,0.001630068,0.0008090303,0.001088056,0.0002429723,0.0001768424,0.005311932],"genre_scores_gemma":[0.0006326059,0.9910364,0.00234325,0.0002987015,0.001182828,0.002133062,0.001731703,0.00008414831,0.0005572973],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.968495,"threshold_uncertainty_score":0.9999906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0901552205498511,"score_gpt":0.4849358588325745,"score_spread":0.3947806382827234,"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."}}