{"id":"W2049149707","doi":"10.1007/s11336-013-9385-6","title":"Constrained Stochastic Extended Redundancy Analysis","year":2013,"lang":"en","type":"article","venue":"Psychometrika","topic":"Advanced Statistical Methods and Models","field":"Mathematics","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Heuristics; Redundancy (engineering); Computer science; Context (archaeology); Attendance; Selection (genetic algorithm); Econometrics; Operations research; Machine learning; Mathematics; Economics","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":[0.01054679,0.001550319,0.001734902,0.002662993,0.0009064837,0.001487046,0.002341078,0.0006977092,0.003437367],"category_scores_gemma":[0.03723693,0.0004491429,0.001858255,0.003146286,0.001327452,0.001690801,0.002625464,0.00125139,0.000643375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006773091,"about_ca_system_score_gemma":0.002524345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003071437,"about_ca_topic_score_gemma":0.002192451,"domain_scores_codex":[0.9881617,0.007623893,0.0004995744,0.00137722,0.001969296,0.0003682002],"domain_scores_gemma":[0.9800934,0.01181795,0.001657002,0.003694217,0.002465016,0.0002723959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000503958,0.0003066019,0.01717749,0.0009666541,0.001800783,0.0006007378,0.0008921284,0.2235046,0.01078818,0.2614785,0.007389617,0.4745907],"study_design_scores_gemma":[0.00007201298,0.000512286,0.01248211,0.0001129616,0.0002545562,0.0003451193,0.0001757045,0.7812696,0.003258378,0.1921144,0.009236568,0.000166381],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01759622,0.000246461,0.9805815,0.0001412272,0.00005044626,0.0001032164,0.0002821195,0.0001837519,0.0008150381],"genre_scores_gemma":[0.424536,0.0005979221,0.570044,0.0002830953,0.0002036918,0.0007930947,0.001493201,0.0001788838,0.001869979],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01054679,"threshold_uncertainty_score":0.05577743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1077452963418037,"score_gpt":0.4336138341292726,"score_spread":0.3258685377874689,"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."}}