{"id":"W3201274265","doi":"10.1186/s41118-021-00132-8","title":"Deficiency in civil registration and vital statistics reporting in remote areas: the case of Sabah, Malaysia","year":2021,"lang":"en","type":"article","venue":"Genus","topic":"Demographic Trends and Gender Preferences","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Residence; Geography; Birth rate; Quality (philosophy); Infant mortality; State (computer science); Data quality; Population; Economic growth; Demography; Political science; Business; Medicine; Environmental health; Service (business); Research methodology; Sociology; Economics; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.003280866,0.0002617849,0.0002475185,0.001889465,0.001324288,0.001557494,0.001037218,0.0007266541,0.00334238],"category_scores_gemma":[0.007198012,0.0002870407,0.0002319099,0.002452704,0.001387085,0.001582411,0.002136022,0.001446597,0.0003419746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002186579,"about_ca_system_score_gemma":0.005085764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05239446,"about_ca_topic_score_gemma":0.04371463,"domain_scores_codex":[0.9976087,0.001055206,0.0002742208,0.0002029795,0.0003378337,0.0005210487],"domain_scores_gemma":[0.9906233,0.002273969,0.004036638,0.0005781269,0.001108834,0.001379105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009002502,0.0001013435,0.9440402,0.0004424702,0.0000552225,0.01161228,0.01407548,0.0002983598,0.0003567873,0.002672977,0.002655304,0.02359953],"study_design_scores_gemma":[0.00001186188,0.0001342236,0.8960506,0.001045402,0.00005630033,0.01294236,0.07561573,0.001125942,0.0004564124,0.001214943,0.01128247,0.00006375193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887434,0.001375733,0.0001794223,0.006019906,0.0000392065,0.00003611562,0.0003361736,0.000007725646,0.003262316],"genre_scores_gemma":[0.998324,0.0006559145,0.0001399062,0.0002737287,0.00001693055,0.00001299033,0.0001397398,0.000003353992,0.0004333811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05239446,"threshold_uncertainty_score":0.104179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0423775004322221,"score_gpt":0.3206345430594839,"score_spread":0.2782570426272618,"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."}}