{"id":"W3118604299","doi":"10.2196/23437","title":"Evaluation of the Prevalence, Regional Phenotypic Variation, Comorbidities, Risk Factors, and Variations in Response to Different Therapeutic Modalities Among Indian Women: Proposal for the Indian Council of Medical Research–Polycystic Ovary Syndrome (ICMR–PCOS) Study","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Ovarian function and disorders","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polycystic ovary; Epidemiology; Medicine; Sample size determination; Modalities; Therapeutic modalities; Demography; Environmental health; Obesity; Physical therapy; Pathology; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03086729,0.0001867707,0.000379147,0.0004830435,0.0005295443,0.00009353974,0.0004552779,0.000193097,0.0005820066],"category_scores_gemma":[0.01146374,0.0001120294,0.00007691279,0.00149442,0.0007166107,0.0001306833,0.0002761401,0.0009774612,0.00000213618],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001311553,"about_ca_system_score_gemma":0.01506761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008676103,"about_ca_topic_score_gemma":0.001620753,"domain_scores_codex":[0.9815603,0.008727017,0.0006754153,0.0004675775,0.008005292,0.0005644198],"domain_scores_gemma":[0.9913497,0.004133864,0.0001847308,0.0008190877,0.003253973,0.0002586252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01820906,0.01025677,0.7223719,0.0030626,0.0009652061,0.00003554296,0.230764,0.0001260298,0.0006678262,0.006190785,0.0020292,0.005321117],"study_design_scores_gemma":[0.005742198,0.002490097,0.9503625,0.0009842517,0.00004700067,0.00001291558,0.02981548,0.00114363,0.00003992927,0.008514064,0.0007427034,0.0001052345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7553731,0.00004695494,0.00007474572,0.003737287,0.00002432315,0.2405945,0.00008725022,0.00001299239,0.00004885121],"genre_scores_gemma":[0.6340222,0.000005396865,0.00002017647,0.00003553292,0.00003184899,0.3654901,0.000006983164,0.00001817059,0.0003695535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2279906,"threshold_uncertainty_score":0.9979261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2769064759675141,"score_gpt":0.4695058249778555,"score_spread":0.1925993490103414,"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."}}