{"id":"W4383198017","doi":"10.21203/rs.3.rs-3108659/v1","title":"Sleep-related painful erections: a survey-based analysis of patient-reported experiences with diagnosis and management","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Sexual function and dysfunction studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Sleep (system call); Medicine; Psychology; Computer science","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":[0.001850605,0.0002628185,0.0007929897,0.002785956,0.0002670573,0.0000587376,0.00009059539,0.0002003165,0.0005196806],"category_scores_gemma":[0.001106407,0.0001979468,0.0001962226,0.004917649,0.0003922695,0.00003629608,0.0003761612,0.0005974924,0.00001587283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00014514,"about_ca_system_score_gemma":0.0001357794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002826849,"about_ca_topic_score_gemma":0.0009964171,"domain_scores_codex":[0.9959711,0.0006157932,0.0006417562,0.0008197876,0.001573946,0.0003776149],"domain_scores_gemma":[0.9961781,0.001206694,0.0002480687,0.0007189946,0.001438843,0.0002093366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009053891,0.0004927501,0.9737784,0.001079832,0.010458,0.000141945,0.004235422,0.001724255,0.000002205215,0.00001995741,0.002944842,0.004217062],"study_design_scores_gemma":[0.001123469,0.001235265,0.9394513,0.0006902765,0.001715716,0.00000279447,0.0508804,0.003289324,0.00007522601,0.00001744301,0.001284378,0.0002343487],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950663,0.0009760863,0.0004751735,0.0004909271,0.0003149137,0.001730422,0.00007973932,0.00020425,0.0006621666],"genre_scores_gemma":[0.993852,0.001042138,0.0001456775,0.00005025708,0.00002204212,0.002974395,0.0006625058,0.00003573575,0.001215302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04664498,"threshold_uncertainty_score":0.8072038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1613516311618966,"score_gpt":0.4193837384079529,"score_spread":0.2580321072460563,"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."}}