{"id":"W3117069067","doi":"10.3389/fdgth.2020.600604","title":"Machine Learning Revealed New Correlates of Chronic Pelvic Pain in Women","year":2020,"lang":"en","type":"article","venue":"Frontiers in Digital Health","topic":"Endometriosis Research and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC","keywords":"Medicine; Pelvic pain; Pain catastrophizing; Physical therapy; Endometriosis; Anxiety; Body mass index; Irritable bowel syndrome; Chronic pain; Patient Health Questionnaire; Internal medicine; Psychiatry; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001771594,0.0003616233,0.0005442268,0.001058014,0.0004782088,0.0009284844,0.0003458033,0.0003663595,0.001044664],"category_scores_gemma":[0.007798182,0.0001998512,0.0008447969,0.001456295,0.0003073909,0.0005648524,0.0007080089,0.0008395783,0.0001712563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000302087,"about_ca_system_score_gemma":0.0006329489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002869148,"about_ca_topic_score_gemma":0.004494937,"domain_scores_codex":[0.9988807,0.000462951,0.00006860912,0.000252994,0.0001778372,0.0001570489],"domain_scores_gemma":[0.9975126,0.001497374,0.0003511957,0.0002338905,0.0002794977,0.0001255229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003031138,0.0001433215,0.9407957,0.00005578071,0.000281418,0.0002436197,0.0006679149,0.001863241,0.001790437,0.0004220555,0.0007421956,0.05269121],"study_design_scores_gemma":[0.00001560495,0.0002297161,0.9652333,0.00002528573,0.0002365316,0.0003678577,0.0005608488,0.02960844,0.0005615866,0.001623708,0.001515441,0.00002173211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904121,0.0006484581,0.006604862,0.0004320738,0.0000370116,0.00004309255,0.0003912268,0.00004951849,0.001381732],"genre_scores_gemma":[0.9967109,0.0001287885,0.002455341,0.00006545846,0.00003522702,0.00002668167,0.0003840901,0.000006527733,0.0001870994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002869148,"threshold_uncertainty_score":0.009369195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01579215085690175,"score_gpt":0.2843779450275585,"score_spread":0.2685857941706568,"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."}}