{"id":"W4403659932","doi":"10.2196/59844","title":"The University of California Study of Outcomes in Mothers and Infants (a Population-Based Research Resource): Retrospective Cohort Study","year":2024,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute on Drug Abuse","keywords":"Preprint; Retrospective cohort study; Cohort study; Medicine; Resource (disambiguation); Population; Environmental health; Computer science; World Wide Web","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":[0.001746385,0.0003695655,0.0005180459,0.001621776,0.001100789,0.0008915297,0.000950092,0.0004422025,0.00224593],"category_scores_gemma":[0.004925987,0.000634617,0.0003926935,0.003063005,0.0001807769,0.0004782396,0.0008062188,0.0008132577,0.000485314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001427667,"about_ca_system_score_gemma":0.002366171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07796154,"about_ca_topic_score_gemma":0.09601849,"domain_scores_codex":[0.998395,0.0003406569,0.0001544406,0.0004528934,0.0004992702,0.0001576136],"domain_scores_gemma":[0.9975953,0.000279056,0.0007389424,0.0003571728,0.0007092622,0.0003202907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001856531,0.00009614562,0.9838569,0.0001124998,0.0002509342,0.0001270578,0.0003652429,0.00005401228,0.0001256743,0.0001938208,0.01026168,0.004370393],"study_design_scores_gemma":[0.00005093109,0.00006395188,0.9938729,0.0001336336,0.0001368732,0.0001649821,0.0003591375,0.0001185855,0.00004437242,0.00003374574,0.005011805,0.000009157709],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9321401,0.004705248,0.001542827,0.0007508116,0.0001395132,0.001254417,0.0521558,0.00006199851,0.00724925],"genre_scores_gemma":[0.9604625,0.005232646,0.00267862,0.0004237532,0.0001561934,0.002582617,0.02555863,0.00002842293,0.002876725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07796154,"threshold_uncertainty_score":0.1550155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.153319479851705,"score_gpt":0.4418212621686626,"score_spread":0.2885017823169577,"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."}}