{"id":"W4387987538","doi":"10.2196/45139","title":"Innovative Approaches to Menstruation and Fertility Tracking Using Wearable Reproductive Health Technology: Systematic Review","year":2023,"lang":"en","type":"review","venue":"Journal of Medical Internet Research","topic":"Ovarian function and disorders","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Menstrual cycle; Fertility; Luteal phase; Menstruation; Wearable computer; Medicine; Reproductive health; Wearable technology; Ovulation; Window of opportunity; Tracking (education); Gynecology; Computer science; Psychology; Population; Environmental health; Follicular phase; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02799422,0.00024903,0.003248371,0.001775914,0.0000775556,0.00005840677,0.000394092,0.0004163591,0.0001171464],"category_scores_gemma":[0.03381881,0.0001590134,0.00021282,0.003670299,0.0002849219,0.00009439714,0.0002869035,0.003104579,0.00004502905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000718123,"about_ca_system_score_gemma":0.00291044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005128087,"about_ca_topic_score_gemma":0.000006898227,"domain_scores_codex":[0.9926528,0.001501989,0.002259717,0.0004960751,0.002662849,0.0004266205],"domain_scores_gemma":[0.9961724,0.0005495489,0.001033988,0.0004801728,0.001243672,0.0005202327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00004745763,0.0001157336,0.00000703584,0.7620009,0.0005681703,0.00008311542,0.0002163853,6.994195e-8,1.582685e-7,0.000243369,0.003170811,0.2335467],"study_design_scores_gemma":[0.0003347301,0.0006574182,0.000007075555,0.9663131,0.0004868899,0.001416369,0.001173623,0.00008716719,0.000001159953,0.0001557288,0.02925262,0.0001140924],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004854422,0.9794225,0.0006993549,0.01670847,0.0002045741,0.002783542,0.000002394456,0.00002534687,0.0001053309],"genre_scores_gemma":[0.000104065,0.998328,0.0003802259,0.0003218483,0.0001900289,0.00006393339,0.000006031843,0.00004120353,0.00056472],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2334327,"threshold_uncertainty_score":0.9991953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5835417797338354,"score_gpt":0.5328169449797209,"score_spread":0.05072483475411449,"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."}}