{"id":"W4286884844","doi":"10.37970/aps.v6i1.101","title":"Having babies in times of uncertainty: first results of the impact of COVID-19 on the number of babies born in Australia","year":2022,"lang":"en","type":"article","venue":"Australian Population Studies","topic":"COVID-19 Impact on Reproduction","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"New South Wales Government; Australian Government","keywords":"Coronavirus disease 2019 (COVID-19); Quarter (Canadian coin); Pandemic; Demography; Speculation; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Birth rate; Geography; Demographic economics; Medicine; Economics; Population; Sociology; Fertility; Infectious disease (medical specialty)","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":[],"consensus_categories":[],"category_scores_codex":[0.001221276,0.0001857243,0.0006173414,0.0002651561,0.0001020878,0.00000336192,0.0001657931,0.00005269182,0.0002898594],"category_scores_gemma":[0.003991767,0.0001161811,0.0002116737,0.00104067,0.0003163267,0.00007559914,0.0001396754,0.0002473166,9.588193e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006057974,"about_ca_system_score_gemma":0.0001462566,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04170744,"about_ca_topic_score_gemma":0.001836607,"domain_scores_codex":[0.9976873,0.0002605523,0.001028897,0.0002678477,0.0005478201,0.00020758],"domain_scores_gemma":[0.997785,0.0006291203,0.0007967573,0.000595833,0.0001542085,0.00003906363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000957728,0.0002308238,0.9142423,0.0003579752,0.0001720092,0.000002257977,0.009845713,0.06749754,0.0008099496,0.0006320809,0.00517726,0.00007433708],"study_design_scores_gemma":[0.001379894,0.000279707,0.9858876,0.0002824576,0.0000687005,0.000007967892,0.008840101,0.00005482551,0.001334308,0.001546335,0.0002243037,0.00009384167],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866764,0.00005757285,3.108227e-7,0.01223542,0.0001145553,0.0006494745,0.0001721423,0.00001050219,0.00008363125],"genre_scores_gemma":[0.9987198,0.00002621967,0.00002722139,0.00004989368,0.00002582925,0.0000316276,0.00002207989,0.00001244618,0.001084909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07164524,"threshold_uncertainty_score":0.9646739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1361971775190791,"score_gpt":0.4401505969048744,"score_spread":0.3039534193857953,"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."}}