{"id":"W4409605879","doi":"10.1111/sjos.12785","title":"Mode‐adaptive factor models","year":2025,"lang":"en","type":"article","venue":"Scandinavian Journal of Statistics","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Social Sciences and Humanities Research Council of Canada; University of California, Riverside; University of Victoria; Purdue University","keywords":"Mathematics; Factor (programming language); Mode (computer interface); Statistics; Applied mathematics; Econometrics; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008121085,0.001781956,0.001581724,0.001706868,0.00064044,0.00199169,0.002894377,0.001971543,0.009172984],"category_scores_gemma":[0.02697351,0.0009206837,0.002141797,0.002031455,0.001795439,0.00306523,0.001792621,0.003117251,0.002101154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001059851,"about_ca_system_score_gemma":0.00126057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006646629,"about_ca_topic_score_gemma":0.005533207,"domain_scores_codex":[0.9963239,0.002058744,0.0001270733,0.0007746937,0.0004544157,0.0002610852],"domain_scores_gemma":[0.9895225,0.006979061,0.001021522,0.001196153,0.001091773,0.000188973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000131198,0.0000767656,0.005170545,0.0001856545,0.0002627723,0.0001976529,0.0002935329,0.4653575,0.0009117749,0.4325419,0.005706869,0.08916382],"study_design_scores_gemma":[0.00001313479,0.00002805172,0.000655339,0.00003728963,0.00002199874,0.00004588938,0.00002810705,0.8602735,0.0001576444,0.1362849,0.002427193,0.00002689416],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006079358,0.0002500026,0.9917483,0.0002229056,0.0000504965,0.0000537312,0.0001889143,0.000149512,0.00125674],"genre_scores_gemma":[0.5498338,0.001764461,0.4286398,0.000448553,0.000426551,0.0007364422,0.001318928,0.0003081367,0.01652332],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009172984,"threshold_uncertainty_score":0.04294896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1275714976985549,"score_gpt":0.3942387830683169,"score_spread":0.2666672853697619,"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."}}