{"id":"W4308843454","doi":"10.26685/urncst.409","title":"Comparing Metformin, Inositol, and Lifestyle Modifications to Improve Symptomatology of Polycystic Ovary Syndrome (PCOS): A Research Protocol","year":2022,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Ovarian function and disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Polycystic ovary; Metformin; Insulin resistance; Hyperandrogenism; Anovulation; Medicine; Hyperinsulinemia; Endocrinology; Internal medicine; Infertility; Gynecology; Metabolic syndrome; Ovulation; Obesity; Insulin; Physiology; Hormone; Biology; Pregnancy","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01324561,0.003731518,0.008215189,0.002113894,0.002839239,0.001941664,0.003133552,0.004741101,0.03684608],"category_scores_gemma":[0.009995208,0.002010826,0.005062827,0.001832713,0.0021845,0.001737944,0.001831215,0.004660608,0.004841045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002816874,"about_ca_system_score_gemma":0.0146002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001816206,"about_ca_topic_score_gemma":0.003259656,"domain_scores_codex":[0.9913937,0.004393712,0.001230471,0.0008955355,0.001025318,0.001061079],"domain_scores_gemma":[0.9937052,0.001566536,0.001373,0.0006539604,0.00146722,0.001234025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.8527911,0.08826981,0.001125458,0.0125294,0.001531671,0.0001383216,0.0004058512,0.001437527,0.002485947,0.001189094,0.004426511,0.03366926],"study_design_scores_gemma":[0.8315675,0.145558,0.004808953,0.001802735,0.001154018,0.00003587464,0.0002252566,0.0008581781,0.001016148,0.0009288206,0.01196522,0.00007936975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01064648,0.00023881,0.0006505858,0.0001417554,0.0001659838,0.9866682,0.0007499674,0.00004526291,0.0006929315],"genre_scores_gemma":[0.005355404,0.0002388105,0.001459669,0.000143654,0.00005213404,0.9920108,0.0001834095,0.000003117892,0.0005530588],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03684608,"threshold_uncertainty_score":0.1232624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09005103238007739,"score_gpt":0.446797928045127,"score_spread":0.3567468956650496,"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."}}