{"id":"W3120020393","doi":"10.33137/juls.v14i1.35925","title":"Polycystic Ovary Syndrome: Dietary Approaches to Counteract Insulin Resistance","year":2020,"lang":"en","type":"article","venue":"Journal of Undergraduate Life Sciences","topic":"Ovarian function and disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Polycystic ovary; Etiology; Insulin resistance; Metformin; Medicine; Infertility; Internal medicine; Endocrinology; Bioinformatics; Insulin; Biology; Pregnancy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004671944,0.0001452865,0.0003656029,0.0002163914,0.0001577962,0.00006352323,0.0002511939,0.00004173394,0.00006750468],"category_scores_gemma":[0.0007821576,0.0001052125,0.0001432472,0.0009876431,0.0001858621,0.0003391824,0.00003893787,0.0002679379,0.00007707835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000374271,"about_ca_system_score_gemma":0.0005594398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005118797,"about_ca_topic_score_gemma":0.000004008537,"domain_scores_codex":[0.99814,0.0000656042,0.0005214619,0.0002388457,0.0007910044,0.0002431107],"domain_scores_gemma":[0.9987506,0.000116613,0.0002836227,0.000113138,0.00008554063,0.0006504756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.02923409,0.003104807,0.06602198,0.001512026,0.002009826,0.00451346,0.009672152,0.01050506,0.01028487,0.01401873,0.8360358,0.0130872],"study_design_scores_gemma":[0.02354543,0.02598637,0.5828228,0.003148471,0.001705188,0.007292477,0.02409999,0.0140767,0.001053755,0.03403935,0.2793744,0.002855058],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2761516,0.003251196,0.004718051,0.7034368,0.0009665776,0.0002896736,0.0000059293,0.00005172645,0.01112846],"genre_scores_gemma":[0.9791047,0.0001422849,0.005019135,0.01512898,0.0002257085,0.000001246136,0.000001043272,0.00001055972,0.0003663773],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7029531,"threshold_uncertainty_score":0.4290442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1139149992249239,"score_gpt":0.2825148502695071,"score_spread":0.1685998510445832,"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."}}