{"id":"W4283709982","doi":"10.4097/kja.22231","title":"Hydrolocation Assisted Subclavian Venous Catheterization","year":2022,"lang":"en","type":"article","venue":"Korean journal of anesthesiology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Pneumothorax; Subclavian vein; Subclavian artery; Radiology; Vein; Surgery; Catheter","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":[],"consensus_categories":[],"category_scores_codex":[0.001039153,0.0001106275,0.0003904258,0.0002354264,0.0008595395,0.000004232502,0.0002754264,0.00009467515,0.0007851094],"category_scores_gemma":[0.00007224837,0.00009505235,0.0001674934,0.0002251396,0.00005078472,0.00006663229,0.00005579639,0.0005971596,0.00003262785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002594122,"about_ca_system_score_gemma":0.0002983497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004715307,"about_ca_topic_score_gemma":0.000009081282,"domain_scores_codex":[0.997469,0.001139438,0.0006959208,0.0001380044,0.0002164486,0.0003411995],"domain_scores_gemma":[0.9984825,0.0001916132,0.0008520891,0.0001975386,0.000163203,0.0001130163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004073068,0.004113928,0.7306974,0.0002236815,0.0005946399,0.001457779,0.0655363,0.003925704,0.05166231,0.005185151,0.01389012,0.1186399],"study_design_scores_gemma":[0.004503774,0.01319854,0.8147514,0.0000990354,0.0005235349,0.002587968,0.008867308,0.0008455749,0.0004612666,0.005714522,0.1477537,0.0006933634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969446,0.0001547565,0.000243066,0.001398335,0.0005353317,0.0001822153,0.000006284629,0.00002038179,0.0005150494],"genre_scores_gemma":[0.997894,0.00005017889,0.0002184886,0.001184332,0.000306843,0.00001704569,0.0000447913,0.00002250989,0.0002617689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1338636,"threshold_uncertainty_score":0.8596398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0353715203200296,"score_gpt":0.3253806493028468,"score_spread":0.2900091289828172,"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."}}