{"id":"W4380629838","doi":"10.1177/17562872231179009","title":"Under pressure: irrigation practice patterns during flexible ureteroscopy","year":2023,"lang":"en","type":"article","venue":"Therapeutic Advances in Urology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Coloplast; Boston Scientific Corporation","keywords":"Medicine; Irrigation; Checklist","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001704332,0.0001333657,0.0001413284,0.0007299936,0.0002518626,0.0005699809,0.0003510227,0.0004254135,0.001791269],"category_scores_gemma":[0.01271068,0.0001196291,0.000211658,0.0008461609,0.0003661703,0.0009033831,0.0006416671,0.0002856206,0.000308381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003693903,"about_ca_system_score_gemma":0.0005617718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002218073,"about_ca_topic_score_gemma":0.002886457,"domain_scores_codex":[0.9983225,0.0005821449,0.0003209922,0.0002075395,0.0003868322,0.0001800107],"domain_scores_gemma":[0.9844953,0.004716993,0.008489583,0.0003205677,0.001235263,0.0007423901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005108703,0.00002055495,0.9840714,0.0000760585,0.0000166275,0.00008911878,0.001119598,0.00004923987,0.0002660342,0.00001046778,0.0003715835,0.01385816],"study_design_scores_gemma":[0.000002159207,0.0001013593,0.9953495,0.00008202228,0.00001032156,0.0007011942,0.002598468,0.0001527041,0.0001886857,0.0000233739,0.0007820289,0.000008298181],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975177,0.0005814105,0.0003084361,0.0003811224,0.00001111264,0.00001779698,0.0001740614,0.0000163121,0.0009920988],"genre_scores_gemma":[0.9991643,0.000259822,0.0002701005,0.00008602382,0.00001022154,0.000009377309,0.00009775248,0.00000405318,0.00009836032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002218073,"threshold_uncertainty_score":0.009013474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02187678969551264,"score_gpt":0.3558203024584941,"score_spread":0.3339435127629814,"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."}}