{"id":"W4210999425","doi":"10.1016/j.sxmr.2022.01.001","title":"Penile Modeling in Peyronie's Disease: A Systematic Review of the Literature","year":2022,"lang":"en","type":"review","venue":"Sexual Medicine Reviews","topic":"Sexual function and dysfunction studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Edinburgh","keywords":"Peyronie's disease; Erectile dysfunction; Medicine; Systematic review; Urology; Disease; MEDLINE; Surgery; Internal medicine; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00330187,0.0007554006,0.009144801,0.0003991131,0.0001420763,0.000008409386,0.0004371941,0.0001488015,0.001717519],"category_scores_gemma":[0.008425197,0.0003481541,0.0007731874,0.002715943,0.0001157971,0.00005835989,0.00030672,0.001317004,0.00006960738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003194501,"about_ca_system_score_gemma":0.0004669296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001995556,"about_ca_topic_score_gemma":0.00000458554,"domain_scores_codex":[0.992521,0.001720404,0.003593774,0.00069914,0.001086746,0.0003788788],"domain_scores_gemma":[0.9959029,0.0004773074,0.001483246,0.001743571,0.0001595497,0.0002334152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001035968,0.00007672321,0.000002683711,0.9331352,0.000115215,0.00002495873,0.0001713089,3.00596e-7,4.478109e-8,0.00004019887,0.0130357,0.05338738],"study_design_scores_gemma":[0.0001818577,0.0001168085,3.314435e-7,0.4964201,0.004916356,0.0001194103,0.0001088086,0.000009933198,1.381543e-9,0.000002540077,0.4979902,0.0001336592],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.163636e-7,0.9869812,0.00001631042,0.0006231872,0.00127775,0.009974117,0.00003414243,0.00003935525,0.001053777],"genre_scores_gemma":[3.629096e-7,0.9869624,0.0000132413,0.002901939,0.0004605378,0.002489201,0.0003345548,0.00007234809,0.006765375],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4849545,"threshold_uncertainty_score":0.9999273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1680319463019415,"score_gpt":0.3962752464443692,"score_spread":0.2282433001424277,"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."}}