{"id":"W4387934420","doi":"10.1016/j.jcjd.2023.10.279","title":"CHALLENGES IN HEALTH AND HEALTHCARE MANAGEMENT ACROSS THE LIFESPAN FOR WOMEN WITH POLYCYSTIC OVARY SYNDROME IN CANADA","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Sexual Differentiation and Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Hospital Edmonton","funders":"","keywords":"Polycystic ovary; Medicine; Health care; Ovary; Gynecology; Gerontology; Internal medicine; Obesity; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002339271,0.00006552879,0.0001159735,0.00008634264,0.00005481608,0.00001385534,0.00009330062,0.00002276974,0.000001437328],"category_scores_gemma":[0.00003403583,0.00004976454,0.000009558839,0.0001071231,0.00002409063,0.000002974669,0.000009791946,0.00005687108,1.394735e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001311634,"about_ca_system_score_gemma":0.001270954,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09454592,"about_ca_topic_score_gemma":0.9847882,"domain_scores_codex":[0.9992796,0.00004024574,0.0001650883,0.00009741401,0.00005898264,0.0003586517],"domain_scores_gemma":[0.9995182,0.00002034111,0.00008463686,0.00007825546,0.00002062531,0.0002779768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001253533,0.00002414045,0.9174864,0.0009625086,0.0002139962,0.00008599634,0.004761419,0.0004034086,0.00005144857,0.000222263,0.00215777,0.07350529],"study_design_scores_gemma":[0.0006695453,0.0003895551,0.9778105,0.00007657089,0.000001462295,0.000006090752,0.01711948,0.00002403995,0.000009011513,0.0001457844,0.003673368,0.00007459989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860709,0.006573664,0.000001110183,0.007086895,0.00007754729,0.0001421975,0.00002629464,7.770001e-7,0.00002065972],"genre_scores_gemma":[0.9985488,0.0002928461,0.000008594814,0.001048973,0.00001491399,0.00001996877,0.00001627147,0.000008622602,0.0000410173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8902422,"threshold_uncertainty_score":0.9114836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02165744625894403,"score_gpt":0.2555782677647196,"score_spread":0.2339208215057756,"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."}}