{"id":"W7138865053","doi":"10.5281/zenodo.19106006","title":"Panel Data Estimation for Evaluating Regional Monitoring Networks in Nigerian Healthcare Systems: A Replication Study","year":2014,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Estimation; Metric (unit); Replication (statistics); Process (computing); Domain (mathematical analysis); Verifiable secret sharing; Bounded function; Key (lock)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1555166,0.0008947418,0.0009512591,0.001163938,0.001222482,0.001557811,0.001879859,0.001397167,0.002184061],"category_scores_gemma":[0.3217661,0.000486643,0.002346202,0.001853824,0.001366493,0.001904662,0.002524622,0.001696762,0.0004077806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001659301,"about_ca_system_score_gemma":0.004070522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008761632,"about_ca_topic_score_gemma":0.005246444,"domain_scores_codex":[0.8316469,0.1542826,0.004462969,0.004203865,0.004610572,0.0007929784],"domain_scores_gemma":[0.6885405,0.2003028,0.01996988,0.06788686,0.02250959,0.0007904587],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005572564,0.002833996,0.4996032,0.003879625,0.005978914,0.001491254,0.02522182,0.08491687,0.003933682,0.06303125,0.00773383,0.295803],"study_design_scores_gemma":[0.003938348,0.02095809,0.2860792,0.003426284,0.007944817,0.001779671,0.04113087,0.4740006,0.01696485,0.09832972,0.04481441,0.0006331074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4979133,0.001163471,0.4832264,0.001325285,0.0002729464,0.009515703,0.001250283,0.0001716206,0.005160915],"genre_scores_gemma":[0.8837602,0.0001803801,0.1081091,0.0002390575,0.00004130439,0.006520826,0.0005508615,0.00003168616,0.0005667314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8444834,"threshold_uncertainty_score":0.8224601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1984745775168839,"score_gpt":0.3842592480193145,"score_spread":0.1857846705024307,"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."}}