{"id":"W4282834829","doi":"10.1093/cdn/nzac066.010","title":"Challenges in Health Care, Diet and Nutrition in Polycystic Ovarian Syndrome","year":2022,"lang":"en","type":"article","venue":"Current Developments in Nutrition","topic":"Ovarian function and disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Prediabetes; Overweight; Referral; Obesity; Polycystic ovary; Health care; Type 2 diabetes; Family medicine; Disease; Metabolic syndrome; Diabetes mellitus; Gerontology; Internal medicine; Insulin resistance; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0003394621,0.0001393478,0.0002787772,0.000872281,0.00008159105,0.00001064133,0.00005039117,0.0000496897,0.0000571234],"category_scores_gemma":[0.00003303631,0.0001700531,0.00002208011,0.0005672984,0.00002270162,0.00009784453,0.00006033758,0.0003625815,0.000005452205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008015648,"about_ca_system_score_gemma":0.0001752679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005132199,"about_ca_topic_score_gemma":0.0001683058,"domain_scores_codex":[0.9984738,0.0001503904,0.000452191,0.0003694131,0.0002651127,0.000289054],"domain_scores_gemma":[0.999681,0.00002806978,0.00007221668,0.0001094304,0.00001915526,0.00009015093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01002282,0.02069438,0.2635593,0.02114881,0.00006045891,0.0006886509,0.01964547,0.00002835075,0.00006080861,0.004476666,0.002884571,0.6567298],"study_design_scores_gemma":[0.02316677,0.001112015,0.8737779,0.003160805,0.000008301033,0.000222549,0.01171327,0.00009559862,0.000005979869,0.001626662,0.08473264,0.0003775184],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.846531,0.1334403,0.00008707419,0.009401535,0.002497036,0.004506072,0.00005597767,0.0001282008,0.003352772],"genre_scores_gemma":[0.9857528,0.01243724,0.0004780029,0.0002045864,0.0000220724,0.0006996044,0.0003799634,0.00001486729,0.00001084929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6563522,"threshold_uncertainty_score":0.6934562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04699053892767926,"score_gpt":0.3078951597581313,"score_spread":0.260904620830452,"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."}}