{"id":"W3108901901","doi":"10.24908/pocus.v5i2.14431","title":"POCUS for Visualization and Facilitation of Urinary Catheter Placement","year":2020,"lang":"en","type":"article","venue":"POCUS Journal","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urethra; Visualization; Urinary system; Medicine; Urology; Genitourinary system; Prostate; Urinary bladder; Catheter; Computer science; Surgery; Anatomy; Internal medicine; Data mining","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002352192,0.00005912961,0.0001259537,0.0000625665,0.00006435217,0.00001540874,0.00002727489,0.0000281813,0.0001252337],"category_scores_gemma":[0.000105521,0.00004695091,0.0000474676,0.00006656574,0.00002975797,0.00007939886,0.00001810312,0.00009935861,0.000004224623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002026067,"about_ca_system_score_gemma":0.00006618422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001857848,"about_ca_topic_score_gemma":1.186692e-7,"domain_scores_codex":[0.9993473,0.00003919237,0.0001950521,0.00009030694,0.0002018239,0.000126317],"domain_scores_gemma":[0.9995369,0.00005317504,0.0000564754,0.00004265102,0.0001484304,0.0001623941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.04565389,0.005727374,0.1795646,0.01031604,0.002179302,0.0007443731,0.1544129,0.0004318084,0.2911516,0.004573056,0.05365453,0.2515906],"study_design_scores_gemma":[0.07597461,0.2019947,0.1260315,0.001439545,0.001703601,0.01097743,0.02403148,0.07285388,0.20255,0.01224248,0.2682302,0.001970591],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727006,0.001552308,0.01953692,0.004790555,0.00005627231,0.0005284625,0.00003068018,0.00001296261,0.0007912245],"genre_scores_gemma":[0.9983897,0.000287454,0.0007551354,0.0001611576,0.0001249872,0.000007427267,0.00001588384,0.000009486349,0.0002488021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.24962,"threshold_uncertainty_score":0.1914603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06189735442400982,"score_gpt":0.3635716875700282,"score_spread":0.3016743331460184,"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."}}