{"id":"W2119999938","doi":"","title":"Analysis of Textual data for integrating an automated coding environment system and building a system to monitor the quality of its results","year":2000,"lang":"en","type":"article","venue":"","topic":"Census and Population Estimation","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coding (social sciences); Data quality; Census; Computer science; Software; Population; Data mining; Data science; Statistics; Engineering; Mathematics; Operations management; Medicine; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001905803,0.00009137359,0.0003434713,0.0000912018,0.00009859492,0.0000225188,0.0001727466,0.0000415484,0.0000096248],"category_scores_gemma":[0.0003067642,0.00006085098,0.000042869,0.0002217013,0.0000139855,0.0001057744,0.00004886593,0.00002889951,5.73152e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005759906,"about_ca_system_score_gemma":0.000006229996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003261237,"about_ca_topic_score_gemma":0.00009139608,"domain_scores_codex":[0.9984891,0.0001490997,0.0008421063,0.0002138309,0.0002098519,0.00009598048],"domain_scores_gemma":[0.9983038,0.0006798278,0.0003539977,0.0005615504,0.00005939763,0.00004137334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001459191,0.0006191133,0.01058825,0.01127435,0.003433707,0.000001618873,0.02133822,0.1020248,0.04395962,0.7308044,0.0009770041,0.07351965],"study_design_scores_gemma":[0.0002535662,0.00003661645,0.00728157,0.0001878459,0.0003548972,8.976186e-7,0.003642635,0.9874895,0.0006489311,0.000009733683,0.00002232141,0.00007146023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641161,0.00001237294,0.03404538,0.00004321273,0.00001561285,0.0005539403,0.0008580594,0.0001016644,0.0002536384],"genre_scores_gemma":[0.9672256,0.000001415506,0.03254443,0.000002964193,0.00001893475,0.00001244514,0.0001490453,0.000007492535,0.00003772953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8854647,"threshold_uncertainty_score":0.2481431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1303966319857184,"score_gpt":0.4065340053730462,"score_spread":0.2761373733873278,"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."}}