{"id":"W3121892251","doi":"","title":"Proximity-Sensitive Individual Deprivation Measures","year":2012,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Income, Poverty, and Inequality","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Generalization; Relative deprivation; Subclass; Measure (data warehouse); Class (philosophy); Property (philosophy); Econometrics; Index (typography); Economics; Mathematics; Psychology; Computer science; Social psychology; Medicine; Artificial intelligence; Data mining","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01274554,0.0002815899,0.000507367,0.0004226376,0.0007004469,0.0003132739,0.0009041396,0.0008467323,0.000113477],"category_scores_gemma":[0.003197492,0.0003114011,0.0001875219,0.0001960371,0.0008340082,0.0004134,0.00109322,0.002078745,0.00003969241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00192751,"about_ca_system_score_gemma":0.001641659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003008618,"about_ca_topic_score_gemma":0.008521261,"domain_scores_codex":[0.9943737,0.002047625,0.0006533588,0.0007697925,0.0009315957,0.001223935],"domain_scores_gemma":[0.997448,0.0008369405,0.0002806424,0.0007346079,0.0003861347,0.0003136836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002444311,0.0008058732,0.1650368,0.0002844832,0.0003665895,0.000023784,0.07368014,0.0006300887,0.0001042822,0.05368964,0.0006148054,0.7045192],"study_design_scores_gemma":[0.002054173,0.0001975563,0.5039047,0.0006921472,0.00009843215,0.000006390101,0.04280086,0.001034147,0.001392125,0.05953044,0.38516,0.003129045],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5472609,0.0001155045,0.00001826174,0.0009954302,0.00124494,0.001363223,0.0001102675,0.00008789419,0.4488035],"genre_scores_gemma":[0.99247,0.00388627,0.0003951984,0.0001879435,0.001442251,0.0001560415,0.00009800369,0.00004139958,0.001322893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7013901,"threshold_uncertainty_score":0.9999338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1034077693952802,"score_gpt":0.369234553694467,"score_spread":0.2658267842991868,"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."}}