{"id":"W2805805479","doi":"10.1111/ahg.12257","title":"Decomposing Pearson's χ<sup>2</sup> test: A linear regression and its departure from linearity","year":2018,"lang":"en","type":"article","venue":"Annals of Human Genetics","topic":"Genetic Associations and Epidemiology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Gilead Sciences (Canada)","funders":"National Center for Advancing Translational Sciences; National Institutes of Health","keywords":"Mathematics; Statistics; Test statistic; Statistic; Pearson's chi-squared test; Linear regression; F-test; Regression analysis; Goodness of fit; Linear model; Regression dilution; Regression; Statistical hypothesis testing; Polynomial 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":[0.07837706,0.001181905,0.001457792,0.003261547,0.0008207326,0.002777785,0.003272931,0.001992239,0.003350933],"category_scores_gemma":[0.2658984,0.0007867215,0.001359078,0.003191111,0.009664642,0.00425833,0.002850124,0.005015729,0.0009941482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001844931,"about_ca_system_score_gemma":0.002562806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002271776,"about_ca_topic_score_gemma":0.001001099,"domain_scores_codex":[0.9226668,0.05688711,0.002995163,0.006478761,0.009782852,0.001189337],"domain_scores_gemma":[0.5836213,0.3772127,0.01066513,0.02033675,0.006996559,0.001167554],"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":[0.0007266866,0.0002058642,0.07838561,0.0006813077,0.0008235305,0.003488042,0.001729265,0.07582132,0.009137098,0.6302116,0.006575656,0.192214],"study_design_scores_gemma":[0.00005221425,0.000543612,0.02343677,0.0001694454,0.0001721944,0.00230974,0.0005748048,0.5259433,0.006745126,0.434241,0.005681141,0.0001305474],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03085801,0.00038738,0.9638359,0.001342319,0.0001164112,0.0000997892,0.0001334097,0.000428636,0.00279819],"genre_scores_gemma":[0.7205553,0.0003584029,0.27398,0.001003374,0.0003853712,0.0006018825,0.0002886503,0.0003487058,0.002478491],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.07837706,"threshold_uncertainty_score":0.4145024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05049662152505675,"score_gpt":0.3525452270204589,"score_spread":0.3020486054954022,"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."}}