{"id":"W3005362369","doi":"10.1002/nau.24300","title":"What developments are needed to achieve less‐invasive urodynamics? ICI‐RS 2019","year":2020,"lang":"en","type":"article","venue":"Neurourology and Urodynamics","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Minimally invasive procedures; Medical physics; Urodynamic testing; Intensive care medicine; Surgery; Urinary incontinence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01922391,0.001065159,0.001107448,0.002152824,0.001503657,0.008575324,0.001934916,0.009952273,0.03443758],"category_scores_gemma":[0.03721041,0.0004477418,0.00136387,0.001559252,0.003014236,0.008481974,0.002636143,0.01151706,0.02095651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004154174,"about_ca_system_score_gemma":0.0137597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004038292,"about_ca_topic_score_gemma":0.004879072,"domain_scores_codex":[0.991055,0.002441417,0.001163007,0.0009147521,0.003113046,0.001312752],"domain_scores_gemma":[0.9636489,0.01390708,0.002525774,0.00132763,0.01343341,0.005157219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003173353,0.0001259022,0.0006856128,0.003381462,0.00004130605,0.0002080362,0.000142131,0.000232202,0.0008596239,0.01389949,0.5325891,0.4475177],"study_design_scores_gemma":[0.00004088441,0.00016465,0.00128894,0.003422117,0.00002764157,0.0003329833,0.0003176567,0.0001021005,0.0003305515,0.004524256,0.9894036,0.00004458689],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001032946,0.2143654,0.002029998,0.686358,0.05535156,0.0001283821,0.0005959593,0.0003823151,0.03975534],"genre_scores_gemma":[0.02495671,0.3746054,0.01887944,0.438454,0.09155589,0.0005930056,0.002864902,0.0005697744,0.04752075],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03443758,"threshold_uncertainty_score":0.1152051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03244432046379046,"score_gpt":0.2852078621956051,"score_spread":0.2527635417318146,"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."}}