{"id":"W4214651510","doi":"10.1007/s001840200183","title":"Quantile models and estimators for data analysis","year":2002,"lang":"en","type":"article","venue":"Metrika","topic":"School Choice and Performance","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Quantile; Quantile regression; Mathematics; Estimator; Statistics; Econometrics; Regression analysis; Conditional probability distribution; Regression","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05309577,0.001943358,0.006204602,0.004360007,0.001546467,0.006124116,0.005171448,0.005239363,0.01061489],"category_scores_gemma":[0.2141169,0.002804595,0.003681717,0.01118791,0.005675589,0.007797562,0.004249179,0.01040476,0.002647913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003844209,"about_ca_system_score_gemma":0.004474977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006232635,"about_ca_topic_score_gemma":0.003894976,"domain_scores_codex":[0.9533426,0.03849591,0.001766465,0.002838366,0.002914558,0.0006421194],"domain_scores_gemma":[0.7457435,0.2269079,0.004927833,0.01729005,0.00433754,0.0007932868],"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":[0.0001264776,0.00009370915,0.002820063,0.0007568724,0.0005651148,0.0001090631,0.0004684685,0.04702286,0.0003076293,0.8094893,0.01741001,0.1208305],"study_design_scores_gemma":[0.00005541022,0.00003008455,0.0009489653,0.0001216799,0.00006643725,0.00007722106,0.00006914359,0.09275956,0.0001103592,0.8958716,0.009855141,0.00003434893],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0007818812,0.004056062,0.9930784,0.0009331167,0.0001334891,0.00004900833,0.0002783755,0.0002956545,0.0003941125],"genre_scores_gemma":[0.09884657,0.01204458,0.8731458,0.0009958663,0.002456303,0.002736006,0.002390504,0.0009452915,0.00643924],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05309577,"threshold_uncertainty_score":0.2808006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2440406771321667,"score_gpt":0.4018379204598679,"score_spread":0.1577972433277013,"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."}}