{"id":"W4404774543","doi":"10.3389/frph.2024.1508151","title":"Editorial: Opportunities and challenges of human preconception research","year":2024,"lang":"en","type":"editorial","venue":"Frontiers in Reproductive Health","topic":"Reproductive Health and Contraception","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Environmental Health Sciences; National Institutes of Health","keywords":"Pregnancy; Fertility; Medicine; Population; Demography; Family medicine; Cohort; Live birth; Miscarriage; Environmental health; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0103644,0.0004034316,0.001564665,0.001421148,0.0001895433,0.00003034484,0.0001638942,0.0009870148,0.000009655909],"category_scores_gemma":[0.002778255,0.0003911789,0.0001158904,0.0004300682,0.0008074443,0.0001969257,0.0001275683,0.003084763,0.000005788193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001203353,"about_ca_system_score_gemma":0.003047735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000942839,"about_ca_topic_score_gemma":0.00008478011,"domain_scores_codex":[0.9930817,0.001076777,0.001166235,0.002150041,0.001730147,0.000795084],"domain_scores_gemma":[0.9960278,0.0002273928,0.0004974473,0.001230686,0.001693918,0.0003227702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000621106,0.0002052003,0.0001456947,0.01119808,0.00009462603,0.000009340652,0.003619407,2.61677e-7,0.00003436162,0.0004837795,0.9334573,0.05013083],"study_design_scores_gemma":[0.0008598305,0.002478352,0.0009259378,0.002408651,0.00005129739,0.000005822192,0.007009171,0.000002869355,0.00003275937,0.005741323,0.9802454,0.000238613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000584351,0.1526288,0.00000921387,0.01473528,0.8288108,0.002085139,0.00008581823,0.00007336825,0.0009872961],"genre_scores_gemma":[0.0005344513,0.1739817,0.0004063963,0.00001597714,0.8224231,0.0002592058,0.0002231551,0.00009317013,0.002062831],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04989221,"threshold_uncertainty_score":0.999854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.142729631872726,"score_gpt":0.4237205602652511,"score_spread":0.2809909283925251,"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."}}