{"id":"W3039688022","doi":"10.1002/jca.21800","title":"The practical integration of a hybrid model of ultrasound‐guided peripheral venous access in a large apheresis center","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Apheresis","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Venous access; Apheresis; Vascular access; Surgery; Internal medicine; 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":[0.00307887,0.0001810603,0.001185395,0.00006749168,0.0001993055,0.00002565631,0.0005504078,0.0001912858,0.0004503343],"category_scores_gemma":[0.006688666,0.0001129591,0.0008031563,0.0003153103,0.0001470644,0.0003086698,0.0001372359,0.001347882,0.000007362506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008347288,"about_ca_system_score_gemma":0.0008087095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009027441,"about_ca_topic_score_gemma":0.0003903873,"domain_scores_codex":[0.9937071,0.001249923,0.003767552,0.0002204031,0.0005961327,0.0004589134],"domain_scores_gemma":[0.9922198,0.003967481,0.002601247,0.000278958,0.0006309245,0.0003016078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02062723,0.01287271,0.7794383,0.001081889,0.001824177,0.0001783225,0.01726975,0.002676741,0.007099223,0.00301154,0.1300077,0.02391242],"study_design_scores_gemma":[0.07216963,0.01426027,0.5157006,0.006728072,0.004134054,0.0002346012,0.04833594,0.2542725,0.007314681,0.03037314,0.04358803,0.002888444],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840534,0.000180057,0.006681591,0.007331684,0.0003526896,0.0003802498,0.00006760561,0.000008392512,0.0009443046],"genre_scores_gemma":[0.9944779,0.001285015,0.002270903,0.00141716,0.0004232189,0.000007582084,0.000003973148,0.00002582987,0.00008844356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2637377,"threshold_uncertainty_score":0.8007441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2179359778989791,"score_gpt":0.4991343752420253,"score_spread":0.2811983973430462,"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."}}