{"id":"W6958863849","doi":"10.6084/m9.figshare.29876443.v1","title":"Additional file 1 of Optilume, a minimally invasive solution for BPH and urethral stricture: what we know, what we need? an EAU endourology scoping review","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Advanced Glycation End Products research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"MEDLINE; Patient care; Work (physics); Prostatectomy; Standard of care","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002937987,0.0008468315,0.001495489,0.003755885,0.0005754001,0.001524164,0.001460928,0.001708537,0.8189238],"category_scores_gemma":[0.04444804,0.0005441647,0.001266252,0.005079851,0.0002848396,0.002257238,0.0009584635,0.0009149471,0.0742729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001823331,"about_ca_system_score_gemma":0.003335001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006946419,"about_ca_topic_score_gemma":0.008585489,"domain_scores_codex":[0.9989464,0.0002458625,0.0003276831,0.0001671166,0.000245567,0.0000674315],"domain_scores_gemma":[0.960911,0.03269334,0.002120625,0.0007096477,0.003182558,0.0003827994],"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":[0.0004150564,0.00006332996,0.0007220467,0.04976629,0.000098561,0.00007524652,0.00008457878,0.0002172703,0.00005358582,0.001591334,0.9091616,0.03775116],"study_design_scores_gemma":[0.002633905,0.000251145,0.01192611,0.06666068,0.0006744835,0.0008398867,0.0003518828,0.0005619989,0.000265923,0.008711937,0.9070125,0.0001096054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0002092948,0.001512547,0.0004673023,0.0007837802,0.00012682,0.0005403343,0.9934096,0.0001551868,0.002795162],"genre_scores_gemma":[0.01700612,0.015908,0.01427444,0.004521688,0.0009298492,0.0162179,0.8889874,0.0007558381,0.04139866],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1810762,"threshold_uncertainty_score":0.2582833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03773387743953435,"score_gpt":0.3362691939525134,"score_spread":0.298535316512979,"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."}}