{"id":"W4407994779","doi":"10.1530/joe-24-0269","title":"Reappraising the relationship between hyperinsulinemia and insulin resistance in PCOS","year":2025,"lang":"en","type":"review","venue":"Journal of Endocrinology","topic":"Ovarian function and disorders","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Hyperinsulinemia; Insulin resistance; Endocrinology; Internal medicine; Polycystic ovary; Insulin; Biology; Hyperinsulinism; Medicine","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":[0.0014085,0.0005644598,0.001089035,0.001783951,0.0002696938,0.001685021,0.000760592,0.000984686,0.00171541],"category_scores_gemma":[0.002534325,0.0002812787,0.0008492525,0.001880897,0.0009284454,0.002026275,0.0009213401,0.002835449,0.000518196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007009418,"about_ca_system_score_gemma":0.001566288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00126899,"about_ca_topic_score_gemma":0.002044915,"domain_scores_codex":[0.9993871,0.000180518,0.0001494865,0.00008925563,0.0001539884,0.00003953713],"domain_scores_gemma":[0.9985905,0.0007295121,0.0001672619,0.00004623668,0.0003880876,0.00007832406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002619735,0.00006631116,0.003085163,0.04026294,0.0005962343,0.001680223,0.001085504,0.0007894989,0.004072968,0.01363827,0.06287272,0.8715882],"study_design_scores_gemma":[0.00002592512,0.0002224236,0.007280017,0.01195932,0.0006161404,0.00481446,0.0004741914,0.000278296,0.0006351861,0.01004822,0.9635871,0.00005867649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004168259,0.9951394,0.0002549654,0.002386912,0.001055628,0.000003497592,0.00001892725,0.000009048811,0.0007148823],"genre_scores_gemma":[0.002936877,0.9934247,0.0002932182,0.001332035,0.001718394,0.000005641906,0.00003262995,0.000004048457,0.0002524158],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001783951,"threshold_uncertainty_score":0.007448971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08626267948481259,"score_gpt":0.3752937247831715,"score_spread":0.2890310452983589,"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."}}