{"id":"W4411299301","doi":"10.2196/68469","title":"Availability and Use of Digital Technology Among Women With Polycystic Ovary Syndrome: Scoping Review","year":2025,"lang":"en","type":"article","venue":"JMIR Infodemiology","topic":"Ovarian function and disorders","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CINAHL; Polycystic ovary; Social media; Medicine; mHealth; Social support; Inclusion (mineral); Digital health; Health care; Psychology; Nursing; Computer science; Psychological intervention; World Wide Web; Social psychology; Political 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":[],"consensus_categories":[],"category_scores_codex":[0.000181639,0.0001270338,0.0005922328,0.0002111429,0.00002939202,0.000006094176,0.00005402819,0.0001794206,0.00009240246],"category_scores_gemma":[0.0009185948,0.00009778696,0.00002902759,0.0004191367,0.0005840376,0.0001167371,0.0001005662,0.0002110643,0.000006649511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004214316,"about_ca_system_score_gemma":0.0001821905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009720047,"about_ca_topic_score_gemma":0.000003982347,"domain_scores_codex":[0.9990074,0.00004069282,0.0004133571,0.0002600484,0.00005641523,0.000222097],"domain_scores_gemma":[0.9991561,0.0002122647,0.000123857,0.0003581275,0.00007711301,0.00007255298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007091459,0.00008160743,0.9913695,0.004220254,0.00008119622,0.00001626106,0.00003540469,0.000003122671,0.00002591398,0.000489123,0.0005939552,0.002374508],"study_design_scores_gemma":[0.001705808,0.001150122,0.9806455,0.01372055,0.0001022754,0.0003063416,0.0001584322,0.00006077591,0.000009805985,0.001157358,0.0008139688,0.0001690615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919333,0.002853675,0.0005418882,0.002077979,0.00004957236,0.0009955375,0.000004227665,0.00009958102,0.0014442],"genre_scores_gemma":[0.9964767,0.0005248766,0.0003752474,0.002082083,0.000003507724,0.0001711875,0.000007185211,0.000007060481,0.0003521166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01072401,"threshold_uncertainty_score":0.3987636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01861499003731005,"score_gpt":0.2952841619270586,"score_spread":0.2766691718897485,"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."}}