{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002005753,0.0001983882,0.0002487468,0.0008395727,0.0006049137,0.0007878194,0.0003260299,0.0005362403,0.001694002],"category_scores_gemma":[0.009218211,0.0004204051,0.0004620327,0.001124514,0.000252012,0.0007687811,0.001513834,0.0008239783,0.000319947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005053282,"about_ca_system_score_gemma":0.0008574537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01128478,"about_ca_topic_score_gemma":0.0121629,"domain_scores_codex":[0.9984556,0.000525931,0.0002654824,0.0001846065,0.000339284,0.0002290309],"domain_scores_gemma":[0.9951298,0.001879886,0.001807979,0.0001896701,0.0005046711,0.000487956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005844494,0.0001472751,0.9920332,0.00006320587,0.00002761763,0.00006437822,0.001606874,0.00001793708,0.0001115768,0.00001540531,0.000296244,0.005557856],"study_design_scores_gemma":[0.000007943285,0.0001778665,0.9959357,0.00005531634,0.00002566073,0.0001500003,0.002970986,0.0001485761,0.00006738875,0.0000126865,0.0004416479,0.000006216197],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980465,0.0001079855,0.00007891906,0.000109037,0.000002686337,0.0000740824,0.001061627,0.000004602055,0.0005145587],"genre_scores_gemma":[0.9981534,0.0002980182,0.0003056129,0.0001872776,0.000007050503,0.0001465986,0.0006900172,0.000004839957,0.0002073372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01128478,"threshold_uncertainty_score":0.02243817,"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."}}