{"id":"W4413113385","doi":"10.1097/ajp.0000000000001316","title":"Beyond a Diagnosis","year":2025,"lang":"en","type":"article","venue":"Clinical Journal of Pain","topic":"Sexual function and dysfunction studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Hamilton Health Sciences; Population Health Research Institute","funders":"","keywords":"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":[0.002708476,0.00006090834,0.0003589874,0.0001212933,0.0000415364,0.000008390064,0.00004509134,0.00007201644,0.000395868],"category_scores_gemma":[0.006541535,0.00004154455,0.000258656,0.0002016147,0.00007942966,0.00003081564,0.00002162186,0.0003116353,0.0000483844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002260596,"about_ca_system_score_gemma":0.0001166648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001057372,"about_ca_topic_score_gemma":9.240667e-7,"domain_scores_codex":[0.9987255,0.0002164017,0.0007317665,0.00008308065,0.0001594799,0.00008382154],"domain_scores_gemma":[0.997198,0.00210522,0.0001719037,0.0001042547,0.0003017565,0.0001188971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003350187,0.00028161,0.5026462,0.00001636191,0.0002119302,0.00004299834,0.00001698068,7.459176e-7,0.00001542856,0.0004632036,0.4154172,0.08055231],"study_design_scores_gemma":[0.00254057,0.001308226,0.2612156,0.0001615478,0.0002140945,0.00003241633,0.0004214866,0.00002280967,0.00004291491,0.001510414,0.7324831,0.00004675147],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7090299,0.009763651,0.0566667,0.1176071,0.01589575,0.0004170599,0.000003326319,0.0001005974,0.09051584],"genre_scores_gemma":[0.8853015,0.001739784,0.002241227,0.09156161,0.001935933,0.000007710302,0.000001344483,0.00001190638,0.01719903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3170659,"threshold_uncertainty_score":0.78313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07298489521790526,"score_gpt":0.4322145746748343,"score_spread":0.3592296794569291,"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."}}