{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001749207,0.0003272341,0.0005004305,0.0001865156,0.0001972634,0.00008488868,0.0002275144,0.0002322486,0.00003929117],"category_scores_gemma":[0.0002774751,0.0003106357,0.00008192502,0.0004030161,0.0001507174,0.0002462342,0.0003816715,0.0008061249,0.0001550223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003435187,"about_ca_system_score_gemma":0.0002040111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003919908,"about_ca_topic_score_gemma":0.00008347021,"domain_scores_codex":[0.9977745,0.0001862329,0.0003393049,0.0007448973,0.0003078412,0.0006471594],"domain_scores_gemma":[0.9985418,0.0002133653,0.00009167496,0.0003173089,0.0001432896,0.0006926069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06014179,0.003013174,0.602146,0.003205645,0.002572962,0.02507608,0.03116253,0.004135771,0.07196104,0.005767469,0.07709078,0.1137268],"study_design_scores_gemma":[0.01349314,0.02411585,0.8315512,0.0002963097,0.0007227836,0.003417864,0.009620339,0.03347708,0.0009763254,0.001484776,0.07842601,0.00241834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9039981,0.0003382233,0.0003370106,0.09329813,0.0004479342,0.000661533,0.0000322219,0.0001023374,0.0007844735],"genre_scores_gemma":[0.938894,0.003013283,0.0004178413,0.05616972,0.0001608445,0.00002560667,0.000134403,0.00007409679,0.001110207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2294052,"threshold_uncertainty_score":0.9999346,"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."}}