{"id":"W4241570938","doi":"10.1007/978-94-007-0753-5_103544","title":"Resource Utilization","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University; University of Northern British Columbia","funders":"","keywords":"Resource (disambiguation); Computer science; Business; Computer network","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":[0.000389586,0.001046725,0.0004737904,0.001204772,0.0007359641,0.002896926,0.001237352,0.0004977135,0.05952088],"category_scores_gemma":[0.0007836609,0.000315289,0.0004132696,0.001687785,0.0006242677,0.003547563,0.00155854,0.0009178831,0.0224916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00173489,"about_ca_system_score_gemma":0.001632131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002749521,"about_ca_topic_score_gemma":0.002980757,"domain_scores_codex":[0.9995615,0.00004757899,0.00001848417,0.00009527444,0.0001949076,0.00008218506],"domain_scores_gemma":[0.999792,0.00003705695,0.00001206908,0.00006077209,0.00007637751,0.00002166007],"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":[0.00008831749,0.00009093928,0.0003035446,0.0003589327,0.00001720555,0.0001316253,0.0002270183,0.0043774,0.009644389,0.3883473,0.06017326,0.5362401],"study_design_scores_gemma":[0.00000650364,0.00004255211,0.0007799836,0.0002941545,0.00002111553,0.0003311591,0.0002842534,0.004789561,0.01423759,0.1134281,0.8657573,0.0000276109],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004572979,0.004017179,0.05980138,0.0008810181,0.000439661,0.00009057693,0.0004632246,0.000772098,0.9289619],"genre_scores_gemma":[0.09533635,0.01308069,0.03092872,0.000545882,0.0003333656,0.0002454586,0.001114026,0.0008619634,0.8575536],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05952088,"threshold_uncertainty_score":0.1991171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03668036534964016,"score_gpt":0.2408402544409156,"score_spread":0.2041598890912755,"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."}}