{"id":"W2174658582","doi":"10.1111/j.0014-3820.2002.tb01356.x","title":"INTERPRETATION OF THE RESULTS OF COMMON PRINCIPAL COMPONENTS ANALYSES","year":2002,"lang":"en","type":"article","venue":"Evolution","topic":"Genetic Mapping and Diversity in Plants and Animals","field":"Biochemistry, Genetics and Molecular Biology","cited_by":154,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Zoo; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Forskningsrådet om Hälsa, Arbetsliv och Välfärd","keywords":"Principal component analysis; Covariance; Trait; Biology; Statistics; Automatic summarization; Covariance matrix; Intuition; Variance (accounting); Mathematics; Computer science; Artificial intelligence","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":[0.00005921821,0.00003639304,0.00005970753,0.00001611023,0.00003080556,0.000001841994,0.0000857695,0.00003562162,0.000007390655],"category_scores_gemma":[0.00003837768,0.00002681342,0.00005074424,0.00004234489,0.00004236343,0.000001123878,0.0000462134,0.00001995939,0.000001820692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003883948,"about_ca_system_score_gemma":0.000003845841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007949425,"about_ca_topic_score_gemma":0.0000142554,"domain_scores_codex":[0.9996394,0.00003733073,0.0001256566,0.00007344312,0.00007596111,0.00004820316],"domain_scores_gemma":[0.9997146,0.000005244071,0.0001049483,0.0001253185,0.0000386254,0.00001123717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001098562,0.0001199003,0.01745359,0.00002170866,0.0000329025,1.215898e-7,0.0001853155,0.001175128,0.9772952,0.00007416187,0.002651032,0.0008810714],"study_design_scores_gemma":[0.00138874,0.00043898,0.5911051,0.0001180482,0.00008012592,0.000006432306,0.0002571883,0.03188798,0.3683542,0.0001508954,0.006039684,0.0001726082],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956505,0.0002099907,0.000730763,0.00004367168,0.00007109981,0.00004141498,0.00004064614,0.000001889474,0.003209984],"genre_scores_gemma":[0.9994561,0.00002268758,0.000106512,0.00001169156,0.00001889149,3.757738e-7,0.00002487978,0.000001275342,0.0003575784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.608941,"threshold_uncertainty_score":0.1093419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03906821202978093,"score_gpt":0.2704589548722876,"score_spread":0.2313907428425067,"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."}}