{"id":"W4318482994","doi":"10.3390/biomedicines11020397","title":"Neuro-Urology: Call for Universal, Resource-Independent Guidance","year":2023,"lang":"en","type":"article","venue":"Biomedicines","topic":"Pelvic floor disorders treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Context (archaeology); Intensive care medicine; Medicine; Lower urinary tract symptoms; Resource (disambiguation); Evidence-based practice; Modalities; Computer science; Alternative medicine; Pathology; Internal medicine; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001864216,0.0001885512,0.0003151878,0.0003640616,0.00008718933,0.000006177784,0.0001432466,0.0001226709,0.00005032133],"category_scores_gemma":[0.0003183934,0.0001511513,0.0001024532,0.0006688053,0.0001765777,0.00003564194,0.00005957258,0.00009066092,0.0002560763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006588782,"about_ca_system_score_gemma":0.00008725237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005636364,"about_ca_topic_score_gemma":0.00001801273,"domain_scores_codex":[0.9986314,0.000027532,0.0002324372,0.0003961584,0.000294774,0.0004177041],"domain_scores_gemma":[0.9990833,0.0001920761,0.00006853357,0.0003894113,0.00008203984,0.0001846139],"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":[0.000941362,0.0002934666,0.03057137,0.0002303671,0.000299681,0.0007954042,0.0005362541,0.00001376484,0.01673714,0.0001829004,0.9366068,0.01279153],"study_design_scores_gemma":[0.008282099,0.00145883,0.07460453,0.00008131601,0.0003084099,0.000098775,0.0003591958,0.001261988,0.0004093662,0.0002287324,0.9127119,0.0001948433],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8967253,0.003014369,0.0008762701,0.08125919,0.001896603,0.002621796,0.0001414503,0.00163147,0.01183358],"genre_scores_gemma":[0.9623196,0.0002799964,0.0006718459,0.005946008,0.0008795444,0.0001593663,0.0005611911,0.0001087088,0.02907374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07531318,"threshold_uncertainty_score":0.616377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02500713925092272,"score_gpt":0.2936682490082929,"score_spread":0.2686611097573702,"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."}}