{"id":"W4285093978","doi":"10.4187/respcare.09675","title":"Arterial Cannulation Simulation Training in Novice Ultrasound Users","year":2022,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Vascular Procedures and Complications","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Palpation; Medicine; Radial artery; Blood pressure; Hemodynamics; Crossover study; Blood flow; Wrist; Ultrasound; Radiology; Artery; Surgery; Anesthesia; Placebo","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":[0.0001060939,0.00007074268,0.000112012,0.0001153098,0.0001686306,0.00001310099,0.00005344334,0.00003213756,0.0001787183],"category_scores_gemma":[0.00005987299,0.00008063935,0.00005600254,0.0002719784,0.00001157055,0.00005360286,0.00002120851,0.0001461178,0.000006228744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002731359,"about_ca_system_score_gemma":0.0002593889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003329072,"about_ca_topic_score_gemma":0.000107108,"domain_scores_codex":[0.9992371,0.00005850028,0.0001672896,0.0001871995,0.000221953,0.0001279743],"domain_scores_gemma":[0.9996002,0.00003722138,0.00004592671,0.0001995899,0.00006736346,0.00004967465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0006213083,0.0002073168,0.1122965,0.0002848693,0.00009566268,0.00007439877,0.05348374,0.6262352,0.1756774,0.001593909,0.0009465139,0.0284832],"study_design_scores_gemma":[0.005506353,0.0005652948,0.7103314,0.00007445445,0.0001252491,0.0001260357,0.04150958,0.003255787,0.00123315,0.0001951438,0.2365635,0.0005140351],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976056,0.0003003976,0.0001769971,0.0001032751,0.0001135148,0.0003219463,0.00001718882,0.00004626198,0.001314796],"genre_scores_gemma":[0.9985024,6.86827e-7,0.00004961572,0.001066286,0.0001617779,0.00009016228,0.00009252578,0.00001618195,0.00002037914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6229794,"threshold_uncertainty_score":0.3288378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0347488405233679,"score_gpt":0.3060629470298626,"score_spread":0.2713141065064947,"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."}}