{"id":"W1775563199","doi":"10.7939/r3k35mj0p","title":"Establishing a World Class Public Information and Reporting System for Ecosystems in the Oil Sands Region – Report","year":2010,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Oil sands; Class (philosophy); Environmental resource management; Ecosystem; Environmental planning; Environmental science; Business; Geography; Archaeology; Computer science; Ecology; Asphalt; Artificial intelligence","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":[0.0006166754,0.00006564438,0.000132488,0.0001258377,0.0001510609,0.0001830252,0.0005026034,0.0000663065,0.000003417837],"category_scores_gemma":[0.0004631119,0.00005798747,0.00004107838,0.0003307918,0.00003189306,0.003589782,0.0002005363,0.0001431133,4.981201e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000777386,"about_ca_system_score_gemma":0.0000835129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004581238,"about_ca_topic_score_gemma":0.0006968553,"domain_scores_codex":[0.9992298,0.00003425563,0.0003439577,0.0001575845,0.00009817445,0.0001362437],"domain_scores_gemma":[0.9984292,0.0003143329,0.0008093474,0.0003601984,0.00004701234,0.00003992118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008493511,0.0001090431,0.4073927,0.002992063,0.00006907311,0.000743372,0.04277068,0.0001317095,0.0005526731,0.4770286,0.04197715,0.02614799],"study_design_scores_gemma":[0.0006508716,0.00002929249,0.005557182,0.0002393801,0.00001064242,0.001165815,0.007309068,0.05246548,0.0004233287,0.0007736614,0.9311321,0.0002432042],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6948665,0.0000150789,0.006265915,0.02171367,0.0003485525,0.0002013534,9.021119e-7,0.0001002755,0.2764877],"genre_scores_gemma":[0.9942903,0.000001737285,0.002490461,0.00005819968,0.00002992319,7.13921e-7,0.00002461375,0.000001037011,0.00310303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8891549,"threshold_uncertainty_score":0.2602505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01560969169526775,"score_gpt":0.1801733904426713,"score_spread":0.1645636987474035,"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."}}