{"id":"W2066486477","doi":"10.2333/bhmk.33.179","title":"Generalized Constrained Redundancy Analysis","year":2006,"lang":"es","type":"article","venue":"Behaviormetrika","topic":"Evaluation and Optimization Models","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Redundancy (engineering); Mathematics; Variety (cybernetics); Mathematical optimization; Partial function; Applied mathematics; Algorithm; Computer science; Statistics; Discrete mathematics","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":[0.0009472616,0.001297475,0.00118775,0.001559352,0.0004542328,0.001049455,0.001408982,0.0006593299,0.01036111],"category_scores_gemma":[0.00345663,0.0004842053,0.001058823,0.001215148,0.001041797,0.001792181,0.001603343,0.0009139473,0.001592652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005977132,"about_ca_system_score_gemma":0.0007815046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001989362,"about_ca_topic_score_gemma":0.002081484,"domain_scores_codex":[0.9989765,0.0003609814,0.00003915701,0.0002022183,0.0003370511,0.00008415963],"domain_scores_gemma":[0.9989815,0.0003222722,0.0001162263,0.0003123006,0.0002371148,0.00003051391],"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":[0.00006735731,0.00004818752,0.0003981849,0.0002038117,0.0001158516,0.0001402285,0.00007771862,0.2483023,0.00307323,0.6284167,0.006988556,0.1121679],"study_design_scores_gemma":[0.000006692031,0.00002185446,0.0003154833,0.00003067655,0.00002902049,0.00005007486,0.00001548888,0.6635678,0.000788087,0.331773,0.003388237,0.00001353058],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009444246,0.0004410633,0.9739924,0.0001651907,0.00004640331,0.00004081938,0.0002137991,0.0002363149,0.01541988],"genre_scores_gemma":[0.6424476,0.001046237,0.3137194,0.0002590103,0.0002019511,0.0003507198,0.001365311,0.0006550208,0.0399548],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01036111,"threshold_uncertainty_score":0.03466135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02380846588829615,"score_gpt":0.2890177714299983,"score_spread":0.2652093055417022,"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."}}