{"id":"W4389122776","doi":"10.2196/46910","title":"Mobile Prenatal Education and Its Impact on Reducing Adverse Pregnancy Outcomes: Retrospective Real-World Study","year":2023,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"COVID-19 Impact on Reproduction","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chinese Academy of Medical Sciences","keywords":"Retrospective cohort study; Pregnancy; Medicine; Obstetrics; Adverse effect; Prenatal care; Environmental health; Internal medicine; Population","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":[0.0006780418,0.0002847965,0.0005388866,0.0006641941,0.0003017294,0.00002088938,0.00005405468,0.00008096882,0.00002936822],"category_scores_gemma":[0.0002780257,0.0002235214,0.00006356729,0.0009497163,0.0000362787,0.0002034143,0.00005156277,0.0004291088,0.00003116865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009836876,"about_ca_system_score_gemma":0.001419832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001815385,"about_ca_topic_score_gemma":0.0001153699,"domain_scores_codex":[0.9975945,0.0001426772,0.0004722261,0.0008053434,0.0004095192,0.0005757035],"domain_scores_gemma":[0.9982228,0.0001094591,0.0002604651,0.0005450126,0.0001329307,0.0007293432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006682454,0.001743602,0.9370943,0.003273629,0.00006661064,0.00002156516,0.01421748,0.00002298232,0.00004681712,0.0001354728,0.001645507,0.04106379],"study_design_scores_gemma":[0.001773275,0.004807765,0.9898781,0.0007337061,0.00009320277,0.00002143391,0.002195148,0.0001606915,0.00002481173,0.00006823135,0.00008534149,0.0001582474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919239,0.0006769201,6.145054e-7,0.001687906,0.0004895466,0.004268347,0.00003458581,0.0002976822,0.0006205376],"genre_scores_gemma":[0.9945914,0.001226058,0.00002493397,0.0004555755,0.0002831514,0.0003205183,0.0000499649,0.00004598024,0.003002453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05278385,"threshold_uncertainty_score":0.9114938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05312476865751167,"score_gpt":0.4651547889610974,"score_spread":0.4120300203035857,"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."}}