{"id":"W1560144238","doi":"10.1111/sjos.12054","title":"A New Regression Model: Modal Linear Regression","year":2013,"lang":"en","type":"article","venue":"Scandinavian Journal of Statistics","topic":"Advanced Statistical Methods and Models","field":"Mathematics","cited_by":238,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Proper linear model; Mathematics; Linear regression; Linear predictor function; Polynomial regression; Estimator; Statistics; Principal component regression; Bayesian multivariate linear regression; Nonparametric regression; Linear model; Regression analysis; Regression diagnostic; Local regression; Conditional expectation","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004076171,0.0002728669,0.0005905748,0.0001447064,0.00013246,0.000053777,0.0002863698,0.0001245862,0.0004208882],"category_scores_gemma":[0.001549718,0.0001805965,0.0001116498,0.0001428175,0.00008349212,0.0003290278,0.00006723491,0.0005056373,0.00002139262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009484115,"about_ca_system_score_gemma":0.0001753794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001413636,"about_ca_topic_score_gemma":0.000001824086,"domain_scores_codex":[0.997771,0.0001312829,0.0008975856,0.0002027188,0.0006104535,0.0003869841],"domain_scores_gemma":[0.997036,0.0007526225,0.0007927329,0.0002803441,0.0005513712,0.0005869231],"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":[0.0003281112,0.0002222455,0.000239639,0.0002357168,0.0001020119,0.0002614644,0.001186851,0.001728076,0.003106795,0.4181225,0.1916953,0.3827713],"study_design_scores_gemma":[0.0008681316,0.0003266668,0.00008004164,0.0006300898,0.00007972022,0.0001200478,0.0001031785,0.08094876,0.0004621506,0.9159468,0.0002193786,0.0002150533],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003306319,0.0001373441,0.9951122,0.0002540096,0.0003219545,0.0001968526,0.0001052496,0.00002310331,0.0005429623],"genre_scores_gemma":[0.04804542,0.0001140532,0.9490041,0.00006232405,0.0002829633,0.000003327951,0.000004543501,0.00005243082,0.002430896],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4978243,"threshold_uncertainty_score":0.7364511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09332312912128445,"score_gpt":0.4169640432160235,"score_spread":0.3236409140947391,"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."}}