{"id":"W1565155662","doi":"10.1111/insr.12085_4","title":"Statistics in Action: A Canadian Outlook by Jerald F. Lawless","year":2014,"lang":"en","type":"article","venue":"International Statistical Review","topic":"Census and Population Estimation","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Statistics; Library science; Sociology; Mathematics; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004468655,0.000127093,0.0002471941,0.00007226612,0.00004674362,0.00003608703,0.0001572536,0.00005004345,0.002748905],"category_scores_gemma":[0.002452823,0.0001209031,0.0000288159,0.000100592,0.0000325265,0.00008639654,0.00001745993,0.0001516392,0.0002072941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002435133,"about_ca_system_score_gemma":0.00006640452,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008219535,"about_ca_topic_score_gemma":0.04044036,"domain_scores_codex":[0.9986462,0.0001090496,0.0005058223,0.0001933491,0.0003435768,0.000202024],"domain_scores_gemma":[0.9987428,0.0006751283,0.0001157049,0.0001420375,0.0001474507,0.0001768656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003119662,0.00003508648,0.001196852,0.0002979414,0.000009313333,0.000005071284,0.0000109579,0.000003026807,0.000001954241,0.7654315,0.1734075,0.05959773],"study_design_scores_gemma":[0.0002933985,0.00002282217,0.007003385,0.0008132765,0.00003067732,0.00001286683,0.000002284048,0.009714838,0.000003894826,0.1989566,0.7829373,0.0002087282],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0009748542,0.001740418,0.9429665,0.01565211,0.001106509,0.0008943646,0.003163979,0.00009065652,0.03341058],"genre_scores_gemma":[0.6577284,0.01174592,0.2935806,0.0203114,0.0007612589,0.0003339546,0.00649793,0.0001573051,0.008883308],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6567535,"threshold_uncertainty_score":0.9983848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0709328030663275,"score_gpt":0.4117364812750898,"score_spread":0.3408036782087623,"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."}}