{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004227372,0.0003916181,0.001950777,0.000502089,0.0002910162,0.00002776427,0.0001717815,0.0002129751,0.0001359267],"category_scores_gemma":[0.002371396,0.0003439573,0.00007952792,0.001322109,0.0001009817,0.00006978452,0.0008090973,0.001196851,0.00000719773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008712619,"about_ca_system_score_gemma":0.001282435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004746618,"about_ca_topic_score_gemma":0.00002059608,"domain_scores_codex":[0.9956397,0.0004237129,0.001482929,0.001465108,0.0005123385,0.0004761865],"domain_scores_gemma":[0.9970331,0.00006762868,0.0008250847,0.001459785,0.0003528279,0.0002615917],"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":[0.0001623744,0.0002023638,0.003488665,0.9865615,0.0001825033,0.000004958827,0.001907474,0.0001236128,0.00002773101,0.001244252,0.0001290183,0.005965504],"study_design_scores_gemma":[0.002641782,0.002055752,0.01424509,0.9035153,0.001572654,0.0004953313,0.05031422,0.006616929,0.001002212,0.01518033,0.0002084098,0.00215199],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.699577,0.1594758,0.01079438,0.06626111,0.000699343,0.05616561,0.00006252796,0.0008362278,0.006127987],"genre_scores_gemma":[0.9542454,0.003658184,0.03265741,0.006503114,0.00006011474,0.002257731,0.0001268764,0.00007679586,0.0004143687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2546684,"threshold_uncertainty_score":0.9999012,"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."}}