{"id":"W4220779162","doi":"10.7759/cureus.23244","title":"Outcome Comparison of Totally Implantable Venous Access Device Insertions Between Surgeons and Radiologists in Australia","year":2022,"lang":"en","type":"article","venue":"Cureus","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria General Hospital","funders":"","keywords":"Medicine; Pneumothorax; Subclavian vein; Internal jugular vein; Surgery; Percutaneous; Complication; Port (circuit theory); Radiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002697973,0.0002499538,0.0004966917,0.003035465,0.0004772864,0.001384205,0.00054105,0.0005798241,0.001838446],"category_scores_gemma":[0.02539219,0.0003776161,0.0005225086,0.002511206,0.0008374469,0.0009532401,0.001709743,0.0003933303,0.0004060703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001291989,"about_ca_system_score_gemma":0.001613511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006462633,"about_ca_topic_score_gemma":0.01058726,"domain_scores_codex":[0.9947931,0.001521387,0.0009902953,0.0005630938,0.001491102,0.0006408704],"domain_scores_gemma":[0.9645251,0.009600108,0.01828862,0.0004526619,0.004814268,0.002319191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001233165,0.00002906713,0.9913793,0.0001367569,0.00006165859,0.0003522536,0.001849321,0.00003606983,0.0002273953,0.00003479324,0.0001081347,0.005662078],"study_design_scores_gemma":[0.000008378682,0.0003292999,0.9944114,0.00005824184,0.00003586232,0.001276095,0.003260389,0.00009796939,0.00009324832,0.00001731338,0.0004025406,0.000009138707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974799,0.001036703,0.00009611724,0.0001005708,0.00000817101,0.00002486141,0.000140914,0.000004671984,0.001108149],"genre_scores_gemma":[0.9988827,0.0006097071,0.0001134008,0.00005105896,0.00001088049,0.00002182541,0.0001082112,0.000004396773,0.0001979556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006462633,"threshold_uncertainty_score":0.0142684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2504793644479394,"score_gpt":0.4882216799784477,"score_spread":0.2377423155305083,"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."}}