{"id":"W2139417253","doi":"10.5539/jmr.v2n4p23","title":"M-Estimators in Regression Models","year":2010,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Advanced Statistical Methods and Models","field":"Mathematics","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Estimator; Mathematics; Outlier; Robust regression; Statistics; Regression analysis; M-estimator; Robust statistics; Regression; Mean squared error; Econometrics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0152795,0.001540542,0.002137051,0.002980282,0.0005946613,0.001967754,0.002679213,0.002803182,0.006875219],"category_scores_gemma":[0.06584496,0.0008821981,0.0019395,0.003679227,0.001815627,0.003733931,0.0022201,0.003716211,0.004113118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001262503,"about_ca_system_score_gemma":0.001548653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002357648,"about_ca_topic_score_gemma":0.001684078,"domain_scores_codex":[0.9861311,0.01065517,0.0004966071,0.001108856,0.001382178,0.0002260628],"domain_scores_gemma":[0.9638115,0.0302586,0.002054542,0.001880492,0.001794594,0.0002003502],"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":[0.00007399484,0.00007226648,0.002305799,0.001018224,0.0003380232,0.0001763405,0.0002838152,0.09639077,0.0005407119,0.6848681,0.01850669,0.1954253],"study_design_scores_gemma":[0.00004040557,0.00007488167,0.0007677248,0.0003186904,0.00008139297,0.0002362871,0.00008343161,0.2606615,0.0005576711,0.6921515,0.04496847,0.00005795133],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0006839192,0.003671045,0.9924796,0.000525635,0.0001802405,0.00004418522,0.0001572042,0.0002020782,0.002056027],"genre_scores_gemma":[0.08231045,0.01182394,0.8923389,0.00101336,0.00207052,0.0009560893,0.0009265612,0.0005496467,0.008010557],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0152795,"threshold_uncertainty_score":0.08080667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4401309409309098,"score_gpt":0.5954640024134327,"score_spread":0.1553330614825228,"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."}}