{"id":"W7111179279","doi":"10.1371/journal.pone.0329683.s001","title":"ARIMA model.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"COVID-19 Impact on Reproduction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pregnancy; Pandemic; Live birth; Birth rate; Cohort study; Population; Retrospective cohort study; Cohort","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001169604,0.0003380101,0.0004357905,0.0003576039,0.0001650992,0.00008944941,0.0002585818,0.0003039583,0.4285668],"category_scores_gemma":[0.01196485,0.0003559065,0.0002289942,0.0008732577,0.00001497903,0.000208602,0.0002843044,0.0005728151,0.01131426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005818162,"about_ca_system_score_gemma":0.002023975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002140625,"about_ca_topic_score_gemma":0.000004424116,"domain_scores_codex":[0.9977309,0.00004873744,0.0004553363,0.0008145053,0.0003922998,0.000558256],"domain_scores_gemma":[0.9976885,0.0001805599,0.000148085,0.001349791,0.0003932802,0.0002397618],"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":[0.0001250355,0.0001898996,0.0001103007,0.002561109,0.0001209758,0.00003120588,0.0001908717,0.001712234,0.0005554903,0.0001110806,0.9673026,0.02698924],"study_design_scores_gemma":[0.001890534,0.0001720803,0.006363962,0.0168299,0.0002998553,0.00001863891,0.00008463838,0.1236647,0.005973089,0.0007882226,0.8434541,0.0004603073],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.001249362,0.01833492,0.0003862361,0.04917708,0.00259134,0.004596213,0.663507,0.0009940527,0.2591638],"genre_scores_gemma":[0.7664533,0.00006929335,0.0002059994,0.01529454,0.001546096,0.0003583853,0.1116284,0.00009297814,0.104351],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.7652039,"threshold_uncertainty_score":0.9998893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07721698102843727,"score_gpt":0.3859741768414776,"score_spread":0.3087571958130403,"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."}}