{"id":"W277096875","doi":"10.1016/j.laa.2008.12.031","title":"Book review","year":2009,"lang":"en","type":"article","venue":"Linear Algebra and its Applications","topic":"Soil and Environmental Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002398082,0.00005215463,0.00006903253,0.000001375882,0.0001509193,0.000006105,0.00005478619,0.00001809378,0.0004850212],"category_scores_gemma":[0.000003644463,0.00001889713,0.00002309911,0.00007956832,0.00001430976,0.00003927539,0.00001871572,0.00003068129,0.0001599173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002764742,"about_ca_system_score_gemma":4.208563e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002608188,"about_ca_topic_score_gemma":0.000001440131,"domain_scores_codex":[0.9996776,0.000005211738,0.0000733291,0.0001165374,0.00004822254,0.00007909144],"domain_scores_gemma":[0.9998897,0.00001974078,0.0000181539,0.00002405116,0.000006164384,0.00004217665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002824291,0.00014676,0.0003417566,0.00003677476,0.00001091959,4.702239e-7,0.00002248911,2.234107e-7,0.01686315,0.003403874,0.1864332,0.7927376],"study_design_scores_gemma":[0.0000191341,0.00003682118,0.03485981,0.00001805326,0.000008209042,0.000001849571,0.0000071668,0.000007356592,0.0002598432,0.0003165712,0.9644074,0.00005777647],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04623497,0.8963818,0.000009511418,0.0492703,0.00001407364,0.0005553128,0.00002463649,0.0001025783,0.007406827],"genre_scores_gemma":[0.2334237,0.6154724,0.0001057888,0.1412676,0.000634706,0.0002557703,0.0001326764,0.000001203547,0.008706126],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7926798,"threshold_uncertainty_score":0.5310642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167348324967289,"score_gpt":0.2223122613330674,"score_spread":0.2106387780833945,"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."}}