{"id":"W4381492009","doi":"10.4095/331871","title":"Initiating transformative geoscience practice at the Geological Survey of Canada: Canada in 3D","year":2023,"lang":"en","type":"report","venue":"","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Workflow; Data science; Earth science; Computer science; Operationalization; Process (computing); Geological survey; Geology; Geophysics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01374122,0.0007158205,0.0005982253,0.003474378,0.01963143,0.0159527,0.004136407,0.003882977,0.01219217],"category_scores_gemma":[0.02632622,0.0008911811,0.000760222,0.007144679,0.01802088,0.004900599,0.01068771,0.008224709,0.002005533],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1839536,"about_ca_system_score_gemma":0.4941794,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9944274,"about_ca_topic_score_gemma":0.9958819,"domain_scores_codex":[0.9818094,0.002369016,0.000457403,0.001616445,0.01085519,0.002892568],"domain_scores_gemma":[0.9595159,0.003489972,0.0006370116,0.002361226,0.02412325,0.009872559],"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":[0.00006529853,0.0000725229,0.005652524,0.000249666,0.00002897586,0.0003876006,0.01265955,0.002789092,0.001307891,0.2116083,0.6353868,0.1297918],"study_design_scores_gemma":[0.00001120879,0.00001036065,0.003052118,0.0002227069,0.000007560052,0.00003645679,0.005693668,0.0009365524,0.0004219267,0.01159795,0.9779477,0.00006192816],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02319697,0.009803823,0.05280004,0.6092998,0.006119861,0.0007517959,0.006382527,0.002090271,0.2895548],"genre_scores_gemma":[0.3861946,0.01802514,0.1978558,0.09697224,0.0008065276,0.000612915,0.00863736,0.002659132,0.2882362],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8160464,"threshold_uncertainty_score":0.9464981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1240022982872177,"score_gpt":0.2896142269668553,"score_spread":0.1656119286796376,"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."}}