{"id":"W4309558398","doi":"10.12703/r/11-33","title":"Has the concept of systems consolidation outlived its usefulness? Identification and evaluation of premises underlying systems consolidation","year":2022,"lang":"en","type":"review","venue":"Faculty Reviews","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Baycrest Hospital; Toronto Rehabilitation Institute; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Consolidation (business); Memory consolidation; Computer science; Neocortex; Neural system; Cognitive science; Construct (python library); Psychology; Cognitive psychology; Artificial intelligence; Neuroscience; Hippocampus; Economics","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":[0.007680277,0.0003300735,0.001493502,0.0002127489,0.0003842218,0.0004390172,0.000967442,0.0001190629,0.00002395393],"category_scores_gemma":[0.001372419,0.0002272448,0.0002528793,0.0009782793,0.0001979502,0.0007757474,0.0002898567,0.0002168535,0.000016759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001809644,"about_ca_system_score_gemma":0.0006121672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004530652,"about_ca_topic_score_gemma":0.000002851561,"domain_scores_codex":[0.9931179,0.003023778,0.001894297,0.000669207,0.001083444,0.0002114316],"domain_scores_gemma":[0.9940975,0.0005998891,0.003631634,0.0007495845,0.0008654658,0.00005596161],"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":[7.361841e-7,0.00002965217,0.000002846101,0.01176996,0.00007236425,2.378178e-7,0.001500038,0.00008145518,0.00003736506,0.003195528,0.0004124052,0.9828974],"study_design_scores_gemma":[0.0002168189,0.0000391777,0.00002614543,0.01184735,0.0009656948,0.00003310086,0.0006840975,0.01479033,0.00003313482,0.00003541748,0.9710279,0.0003007959],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004617018,0.9688306,0.02384332,0.0000276893,0.0008058597,0.006078075,0.0001303832,0.00003191088,0.0002059409],"genre_scores_gemma":[0.007652385,0.9901723,0.00005865281,0.000008666965,0.00004529073,0.001464519,0.0004545963,0.00001411969,0.0001294294],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9825966,"threshold_uncertainty_score":0.9266774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5343596327397734,"score_gpt":0.4360469529856807,"score_spread":0.09831267975409269,"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."}}