{"id":"W4328107725","doi":"10.5489/cuaj.8192","title":"An open-source, non-invasive, novel assembly for automated real-time monitoring of continuous bladder irrigation","year":2023,"lang":"en","type":"letter","venue":"Canadian Urological Association Journal","topic":"Thermal Regulation in Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Open source; Computer science; Environmental science; Real-time computing; Operating system; Software","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001758064,0.0003795867,0.001115855,0.0006303932,0.0002689968,0.0001926272,0.0005721607,0.00175415,0.0002018417],"category_scores_gemma":[0.003075827,0.0003349485,0.0002330737,0.0004495685,0.00007108999,0.0002218038,0.00003909159,0.001706341,0.00005166641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001768696,"about_ca_system_score_gemma":0.001707584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001844531,"about_ca_topic_score_gemma":0.00008431177,"domain_scores_codex":[0.9963846,0.0002411813,0.00111953,0.0004624071,0.0009382324,0.0008541073],"domain_scores_gemma":[0.9945867,0.001068313,0.001679795,0.0003393559,0.001598434,0.0007274024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00008364386,0.00008097828,0.04340999,0.00007459003,0.0006441548,0.0002043554,0.0001902678,0.0003922751,0.01402973,0.000009392534,0.9402682,0.0006124742],"study_design_scores_gemma":[0.005981147,0.002531837,0.6867861,0.0006208186,0.00106318,0.0003125673,0.0001650247,0.007843017,0.0003828948,0.0002555765,0.293364,0.0006939321],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3259292,0.00004097793,0.0006992902,0.6646428,0.002872211,0.002866209,0.0005795264,0.0008732971,0.001496489],"genre_scores_gemma":[0.443174,0.0001967138,0.01492223,0.4398662,0.05441978,0.0005112756,0.006717103,0.001303012,0.03888959],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6469042,"threshold_uncertainty_score":0.9999102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02347999891093878,"score_gpt":0.2877714547177837,"score_spread":0.2642914558068449,"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."}}