{"id":"W4391839722","doi":"10.2196/preprints.45139","title":"Innovative Approaches to Menstruation and Fertility Tracking Using Wearable Reproductive Health Technology: Systematic Review (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Menstrual Health and Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Preprint; Fertility; Wearable computer; Menstruation; Tracking (education); Reproductive health; Computer science; Medicine; Psychology; Environmental health; Population; World Wide Web; Embedded system","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":[0.00924344,0.001560185,0.005582106,0.01260356,0.0006742384,0.00270556,0.001837678,0.001688573,0.009235974],"category_scores_gemma":[0.05330807,0.0009274375,0.008436551,0.01360281,0.0008092101,0.003256208,0.00164759,0.001275914,0.0006273471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004458612,"about_ca_system_score_gemma":0.01435909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008955945,"about_ca_topic_score_gemma":0.02690649,"domain_scores_codex":[0.99137,0.00270951,0.003358205,0.0005525358,0.001766707,0.0002430208],"domain_scores_gemma":[0.9565793,0.03132452,0.007330217,0.0005569775,0.003878267,0.0003308569],"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":[0.000119443,0.00001386098,0.0007306056,0.959191,0.004083883,0.00005206607,0.0001587106,0.00004739151,0.00006564047,0.0001592254,0.002364863,0.03301336],"study_design_scores_gemma":[0.0001414671,0.0001055468,0.004259897,0.9474409,0.02907657,0.0002244084,0.0003146486,0.0000578438,0.000119931,0.0002285207,0.01800285,0.0000273461],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006784193,0.9970084,0.0002042525,0.0004071579,0.0002497218,0.0005186886,0.0005712822,0.0000105315,0.0003516219],"genre_scores_gemma":[0.00718125,0.9895879,0.0007254742,0.000746522,0.0001613567,0.001022572,0.000379296,0.000006114184,0.0001895877],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01260356,"threshold_uncertainty_score":0.04888457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2638180237133644,"score_gpt":0.3953162475833664,"score_spread":0.131498223870002,"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."}}