{"id":"W4220661785","doi":"10.2196/25477","title":"A Comparison of Census and Cohort Sampling Models for the Longitudinal Collection of User-Reported Data in the Maternity Care Pathway: Mixed Methods Study","year":2022,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Regione Toscana; European Commission","keywords":"Data collection; Census; Descriptive statistics; Sample (material); Sample size determination; Longitudinal study; Medicine; Cohort; Statistics; Population; Environmental health","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2109751,0.002736124,0.002891534,0.002794473,0.001839143,0.004459728,0.006601969,0.003015027,0.006185837],"category_scores_gemma":[0.264343,0.00195603,0.007834358,0.00261119,0.002397393,0.003528565,0.003317969,0.003385881,0.0009168259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004888186,"about_ca_system_score_gemma":0.003942623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03352026,"about_ca_topic_score_gemma":0.01386545,"domain_scores_codex":[0.8013022,0.1845543,0.002797413,0.006732956,0.002681565,0.001931538],"domain_scores_gemma":[0.539151,0.4176611,0.01732306,0.01722407,0.006974689,0.001665981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03224827,0.004328893,0.6706698,0.004318838,0.03447422,0.001150044,0.01203556,0.08420088,0.000687981,0.05406273,0.009219985,0.09260283],"study_design_scores_gemma":[0.003545587,0.008656086,0.07999958,0.00155528,0.009321906,0.0004596522,0.007600134,0.8603703,0.0007440187,0.01942891,0.007924095,0.000394465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7517172,0.005138852,0.2242369,0.001721368,0.0008285927,0.0101983,0.003433737,0.0004652019,0.002259876],"genre_scores_gemma":[0.8716067,0.00131613,0.1079644,0.0008601078,0.0002443516,0.01246065,0.003200596,0.0001350801,0.002211872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2109751,"threshold_uncertainty_score":0.9730082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2584643836315813,"score_gpt":0.516426612168764,"score_spread":0.2579622285371826,"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."}}