{"id":"W2915692481","doi":"10.11575/prism/36150","title":"Seafloor Sediment Bacterial Community Profiling for Baselines and Environmental Effects Monitoring at a Deep-Sea Oil Production Site Offshore Nova Scotia, Canada","year":2019,"lang":"en","type":"dissertation","venue":"PRISM (University of Calgary)","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Oceanography; Seafloor spreading; Submarine pipeline; Sediment; Environmental science; Profiling (computer programming); Geology; Geomorphology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002290418,0.0002558725,0.0003659322,0.0001210939,0.0001728141,0.00001261682,0.0001474027,0.0002100657,0.00001672502],"category_scores_gemma":[0.00004162793,0.0003368431,0.00007937514,0.00006269035,0.00002133997,0.0001298655,0.00005214561,0.0003323908,0.000001912621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003878863,"about_ca_system_score_gemma":0.00006454089,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03261831,"about_ca_topic_score_gemma":0.01771072,"domain_scores_codex":[0.9990595,0.00008770381,0.000169711,0.0002273175,0.0002424754,0.0002133202],"domain_scores_gemma":[0.9993313,0.0001665635,0.00009580737,0.0002707187,0.00003865595,0.00009694811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002583232,0.000304292,0.06036023,0.04477633,0.001749751,0.00004788982,0.01500391,0.2139968,0.3794723,0.00001026336,0.001815627,0.2798793],"study_design_scores_gemma":[0.002524148,0.0001354448,0.04201898,0.0007433901,0.0004195377,0.000004247326,0.001214255,0.8454691,0.1046352,0.000004945712,0.001865539,0.0009651537],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868744,0.0004697103,0.009923264,0.000009231642,0.002107768,0.0004181171,0.00001439533,0.00006698603,0.0001161197],"genre_scores_gemma":[0.9175778,0.0002194488,0.07382859,0.000002499334,0.0002008422,0.000004793695,0.003960188,0.0001075086,0.004098309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6314723,"threshold_uncertainty_score":0.9999084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008114447859387945,"score_gpt":0.2036182833073852,"score_spread":0.1955038354479973,"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."}}