{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002688737,0.00007943874,0.0003335178,0.00006792421,0.0001779312,0.000008951851,0.000274893,0.00004200251,0.00006062229],"category_scores_gemma":[0.000188078,0.00004574792,0.00004329672,0.0002046514,0.00007371839,0.00006668836,0.0003298356,0.0003199467,8.839663e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000402214,"about_ca_system_score_gemma":0.0001107481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007422488,"about_ca_topic_score_gemma":0.0002104923,"domain_scores_codex":[0.9980159,0.0001718972,0.0009919375,0.00008048597,0.0006131656,0.0001265905],"domain_scores_gemma":[0.9986365,0.0004552942,0.0003398732,0.000394874,0.0001131547,0.00006023774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001594542,0.002987534,0.8162199,0.01382941,0.0004774795,0.00002022131,0.1006617,0.0005964514,0.00001491951,0.0005635659,0.001358286,0.06167597],"study_design_scores_gemma":[0.002318973,0.001828311,0.4677106,0.0002351388,0.0001715154,0.0001841161,0.1341147,0.3858848,0.00007228539,0.0001126113,0.007272957,0.00009396234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855388,0.0001215492,0.01173666,0.0001981002,0.0001723683,0.001764341,0.0004020544,0.000009492607,0.00005668672],"genre_scores_gemma":[0.9966851,0.00001120869,0.002699035,0.00006549718,0.00001801832,0.000323751,0.0001613625,0.000005071308,0.00003097932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3852884,"threshold_uncertainty_score":0.1865546,"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."}}