{"id":"W4395693878","doi":"10.52939/ijg.v20i4.3151","title":"Multiscale Space-Time Analysis of Environmental Changes in the Oil Sands Area (Alberta, Canada)","year":2024,"lang":"en","type":"article","venue":"International Journal of Geoinformatics","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth; University of Calgary","funders":"Government of Alberta; Alberta Environment and Parks","keywords":"Oil sands; Geography; Environmental science; Geology; Meteorology; Cartography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002733217,0.0001128621,0.0001930226,0.00005841553,0.00002434247,0.00003424908,0.0004963711,0.00003901562,0.00175393],"category_scores_gemma":[0.00001943459,0.00007742809,0.0001208172,0.0002383774,0.0001151666,0.0002514085,0.0001083009,0.0001662673,0.00001992201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000479587,"about_ca_system_score_gemma":0.00003009387,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01784118,"about_ca_topic_score_gemma":0.07346593,"domain_scores_codex":[0.9983668,0.00002173929,0.0004677138,0.0000677858,0.0009375995,0.0001383704],"domain_scores_gemma":[0.9994408,0.0001578786,0.0002358764,0.0001101245,0.000004731969,0.00005062192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008315517,0.0002903989,0.1565907,0.00002694778,0.001675401,0.0002301168,0.01142505,0.7517399,0.001055134,0.0001118063,0.003722541,0.07304893],"study_design_scores_gemma":[0.0003747153,0.00009338637,0.2030253,0.00006698584,0.0003640369,0.0001587868,0.002588083,0.7654991,0.0001146703,0.00005089921,0.02746632,0.0001978179],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914958,0.0000695436,0.0007594501,0.001405576,0.0002498929,0.00003299444,0.00003899154,0.000002345915,0.005945446],"genre_scores_gemma":[0.996988,0.0002332352,0.001360442,0.0002995678,0.00003213453,0.000001401067,0.00001390601,0.000006266581,0.001065061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07285111,"threshold_uncertainty_score":0.9991586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003283181138299281,"score_gpt":0.189782635856414,"score_spread":0.1864994547181147,"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."}}