{"id":"W7100859695","doi":"","title":"III. The Empirical Model and Estimation Strategy.........................................................................4","year":2002,"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":"Estimation; Work (physics); Wish; Empirical research","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":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.009856283,0.008735621,0.007034268,0.004296282,0.01018632,0.00324092,0.008984278,0.003600404,0.005473453],"category_scores_gemma":[0.004901282,0.006991929,0.003573907,0.009115948,0.008893382,0.007202068,0.004366712,0.008257515,0.001750455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002900143,"about_ca_system_score_gemma":0.0009737097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005949873,"about_ca_topic_score_gemma":0.0007692537,"domain_scores_codex":[0.9568031,0.003442996,0.01044544,0.01010959,0.008526849,0.01067199],"domain_scores_gemma":[0.9668519,0.009703319,0.004616249,0.01103148,0.002356888,0.005440124],"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":[0.0009096288,0.002817857,0.00982406,0.00075753,0.002097467,0.0006127302,0.007794919,0.01449128,0.001235578,0.47365,0.342769,0.1430399],"study_design_scores_gemma":[0.01544248,0.001358077,0.004964649,0.0006095503,0.002375946,0.00648955,0.003427739,0.6567248,0.0007940935,0.2141153,0.08194084,0.01175693],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6985543,0.0166811,0.04369606,0.03396511,0.006316243,0.01500887,0.0008357023,0.01759313,0.1673495],"genre_scores_gemma":[0.9088069,0.004830818,0.03059158,0.01106284,0.002274082,0.003643376,0.0002444727,0.002083316,0.03646261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6422336,"threshold_uncertainty_score":0.9990268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2831703720839063,"score_gpt":0.3803060593563306,"score_spread":0.09713568727242433,"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."}}