{"id":"W4200092942","doi":"10.2196/31774","title":"COVID-19 Information Sources and Health Behaviors During Pregnancy: Results From a Prenatal App-Embedded Survey","year":2021,"lang":"en","type":"article","venue":"JMIR Infodemiology","topic":"COVID-19 Impact on Reproduction","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Resources and Services Administration","keywords":"Coronavirus disease 2019 (COVID-19); Pregnancy; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Obstetrics; Medicine; Psychology; Virology; Biology; Internal medicine; Genetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008914979,0.0002137166,0.0005402117,0.0001882201,0.0001575034,0.00002957721,0.00008466678,0.0002566176,0.00005998558],"category_scores_gemma":[0.007774388,0.0002042224,0.00006574249,0.0002784229,0.0001355364,0.0003496754,0.0001980426,0.0003953718,0.00002046004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004226006,"about_ca_system_score_gemma":0.001419557,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006981286,"about_ca_topic_score_gemma":0.001000945,"domain_scores_codex":[0.9976271,0.0004075778,0.0008701226,0.0004954537,0.0002016105,0.0003981097],"domain_scores_gemma":[0.9976931,0.0004671371,0.0004648608,0.000668072,0.0001588781,0.0005480064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001579114,0.0001455896,0.9718248,0.0007575983,0.00007658896,0.00005538061,0.01618284,0.0004228527,0.000834039,0.000049479,0.002116379,0.005955294],"study_design_scores_gemma":[0.004101066,0.000210258,0.991521,0.0001908512,0.00002703942,0.0002893405,0.0004601777,0.0002316214,0.0007374691,0.0001250562,0.001923381,0.0001827208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844577,0.0006250222,0.0004001147,0.01278327,0.0002148868,0.0008397427,0.0003498086,0.0002483754,0.00008106403],"genre_scores_gemma":[0.9918198,0.0002260445,0.0007023366,0.004864889,0.0001154694,0.00009659242,0.002019288,0.00001524949,0.0001403443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01969617,"threshold_uncertainty_score":0.9996313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07301726510939587,"score_gpt":0.3998320755788589,"score_spread":0.326814810469463,"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."}}