{"id":"W4416974214","doi":"10.1016/j.fertnstert.2025.07.710","title":"CLINICAL VALIDATION OF WEARABLE RING-DERIVED ALGORITHM FOR OVULATION DETECTION","year":2025,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ouranos","funders":"","keywords":"Wearable computer; Ovulation; Wearable technology; Pattern recognition (psychology)","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":[0.001250552,0.0004300872,0.0005731376,0.0007493558,0.0001824344,0.001010137,0.0006239955,0.001186174,0.003451935],"category_scores_gemma":[0.004064864,0.000256474,0.0003654578,0.0003972587,0.0002836163,0.0004870456,0.0006724983,0.0004067285,0.001384978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001530591,"about_ca_system_score_gemma":0.0002518948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003619069,"about_ca_topic_score_gemma":0.0004620906,"domain_scores_codex":[0.9993336,0.0002814879,0.00004407119,0.0001433636,0.0001596826,0.00003787117],"domain_scores_gemma":[0.9990034,0.0005006626,0.00009276173,0.0001280433,0.0002238667,0.00005134161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005218842,0.0003262575,0.0865049,0.001584016,0.0004556643,0.001650509,0.0005647373,0.01230552,0.1999604,0.002157726,0.01122673,0.6780447],"study_design_scores_gemma":[0.001303666,0.006721736,0.2326546,0.0007901483,0.001383572,0.02908042,0.0009141342,0.4574064,0.2194417,0.003897932,0.0459545,0.0004511344],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4699867,0.01133955,0.4998145,0.001114928,0.0008954029,0.0004783007,0.002473178,0.003842567,0.01005482],"genre_scores_gemma":[0.8371031,0.002297329,0.1533819,0.0006896537,0.0003039256,0.0003283389,0.001316073,0.0003884335,0.004191181],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003451935,"threshold_uncertainty_score":0.01154792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02346027461912792,"score_gpt":0.3018787488249923,"score_spread":0.2784184742058644,"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."}}