{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009613192,0.001493238,0.00542932,0.013775,0.0007443843,0.0026152,0.002211068,0.001809807,0.006304146],"category_scores_gemma":[0.05535585,0.0009146825,0.007851991,0.01293538,0.001002573,0.002818136,0.001737476,0.001356871,0.0004069865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003818036,"about_ca_system_score_gemma":0.01592777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01013876,"about_ca_topic_score_gemma":0.02852598,"domain_scores_codex":[0.9917848,0.002757795,0.00288431,0.0005661157,0.001775666,0.0002312112],"domain_scores_gemma":[0.9465835,0.04068836,0.007536913,0.0006571464,0.004120813,0.0004132308],"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":[0.0001064338,0.00002225142,0.001108888,0.9340598,0.003959393,0.00007344646,0.0002724667,0.00007818977,0.00005585514,0.0002512373,0.001790722,0.05822124],"study_design_scores_gemma":[0.00009462428,0.0001040503,0.003556603,0.9510279,0.0254949,0.0002813025,0.0003817146,0.00006642359,0.00008235256,0.0002886906,0.01859181,0.00002973424],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004963034,0.9983449,0.0001474394,0.0002310456,0.00009131686,0.0002048763,0.0002082514,0.000005640177,0.0002702058],"genre_scores_gemma":[0.006210231,0.9920961,0.0005441219,0.0004234559,0.00007339,0.0003989913,0.0001645933,0.000003426619,0.00008569187],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.013775,"threshold_uncertainty_score":0.05084002,"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."}}