{"id":"W7095277045","doi":"","title":"ISBN 978-0-660-02601-5","year":2015,"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":"Value (mathematics); Zero (linguistics); Table (database); Product (mathematics); Range (aeronautics)","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":[0.0001748697,0.0000523172,0.00007180051,0.00002714199,0.00002428372,0.00001442859,0.00004409858,0.00003440267,0.0004459157],"category_scores_gemma":[0.0002152105,0.00004201936,0.00002257435,0.00006393492,0.000008234313,0.00007850335,0.00001505415,0.00003292841,0.0003745818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002297076,"about_ca_system_score_gemma":0.00002037474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003928732,"about_ca_topic_score_gemma":0.00002880798,"domain_scores_codex":[0.9995574,0.00001430629,0.0001342946,0.00007047332,0.0001398653,0.00008361763],"domain_scores_gemma":[0.9996215,0.00004887067,0.00004000888,0.0001433218,0.00007618951,0.00007013248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007080903,0.00005812911,0.004941462,0.00001667627,0.000007104408,0.000001481411,0.0004399458,0.00003753693,0.00003927668,0.7751901,0.2136388,0.005622451],"study_design_scores_gemma":[0.0007921115,0.00005117451,0.005323691,0.0000149242,0.00002466732,0.00001780918,0.0001815492,0.02180118,0.000624071,0.7925023,0.1784246,0.0002419877],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3487712,0.0000694152,0.1191646,0.003544932,0.0006398411,0.0003374893,0.000006544107,0.0005852931,0.5268807],"genre_scores_gemma":[0.9307545,9.763933e-7,0.05445115,0.0002109225,0.0001134889,0.00000405231,0.00001187207,0.00001221608,0.01444085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5819833,"threshold_uncertainty_score":0.4882464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1456322558210035,"score_gpt":0.3617645114661417,"score_spread":0.2161322556451382,"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."}}