{"id":"W3215297553","doi":"10.1061/geosek.0000083","title":"R. Kerry Rowe, OC, PhD, DEng., DSc(hc), FRS, NAE, FREng, FRSC, FCAE, Dist.M.ASCE, FEIC, FIE(Aust), FCSCE, P.Eng, CP.Eng","year":2020,"lang":"en","type":"article","venue":"GEOSTRATA Magazine","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"ROWE; Management","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005114477,0.0008341408,0.001068981,0.0005648335,0.0008535251,0.002726211,0.004926823,0.0002915901,0.006322993],"category_scores_gemma":[0.005117664,0.0007130129,0.0004702763,0.003471217,0.0004173608,0.001480979,0.002620022,0.0009885654,0.01798017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007665335,"about_ca_system_score_gemma":0.0002465624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002432694,"about_ca_topic_score_gemma":0.0007510562,"domain_scores_codex":[0.9887819,0.0004642582,0.00218807,0.003352683,0.003693602,0.001519446],"domain_scores_gemma":[0.9924904,0.001155405,0.0007316073,0.00395064,0.0005669683,0.001105037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008660858,0.0002121667,0.006202336,0.00005155953,0.00009077798,0.0002329442,0.0004170974,0.0003773406,0.0003780542,0.001169595,0.9448668,0.04591476],"study_design_scores_gemma":[0.001395789,0.0002456378,0.06011442,0.00007151197,0.0001106888,0.00002728225,0.000727642,0.01093625,0.0002583882,0.001647908,0.923521,0.0009434769],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3526089,0.01264003,0.1005274,0.07165177,0.02524112,0.00531286,0.006121896,0.004444729,0.4214514],"genre_scores_gemma":[0.907262,0.000268829,0.007980078,0.006500685,0.00255668,0.00006072649,0.001261993,0.0001444493,0.07396453],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5546532,"threshold_uncertainty_score":0.9995321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1523700433034633,"score_gpt":0.3426656611852434,"score_spread":0.1902956178817801,"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."}}