{"id":"W7161913171","doi":"10.82308/3551","title":"Biodegradation of diluted bitumen in shallow groundwater systems","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Microbial Applications in Construction Materials","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biodegradation; Numerical modeling","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001678674,0.0002752704,0.0004563996,0.0002782495,0.000236527,0.0005860369,0.0002229019,0.0003066743,0.0005079478],"category_scores_gemma":[0.0002847125,0.0001307333,0.0002232963,0.0004259492,0.000197315,0.0002263998,0.0002436119,0.0002341841,0.00009370808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001247768,"about_ca_system_score_gemma":0.0006260122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02325239,"about_ca_topic_score_gemma":0.02414522,"domain_scores_codex":[0.9997788,0.0000362225,0.00002397982,0.00004631868,0.00006779707,0.00004685493],"domain_scores_gemma":[0.999861,0.00002725185,0.00003176943,0.000005888345,0.00005340937,0.00002058897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008099341,0.0000697076,0.01540908,0.0002032088,0.00003181,0.0001456563,0.0002804273,0.002477697,0.9723063,0.00007141452,0.00003041736,0.008164483],"study_design_scores_gemma":[0.00007053964,0.003408921,0.07644122,0.00004994263,0.0001175042,0.0001407861,0.001100664,0.01473604,0.9018683,0.0002887541,0.001714594,0.00006266295],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999427,0.00009908513,0.0002113697,0.000008686528,0.00000179809,0.000007570479,0.00008864789,0.000004733136,0.0001512194],"genre_scores_gemma":[0.9981726,0.0002709115,0.0006511199,0.00001675735,0.000001359242,0.00001469151,0.000185198,0.00000325739,0.0006841877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02325239,"threshold_uncertainty_score":0.04623413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00744288838700079,"score_gpt":0.2368418911684234,"score_spread":0.2293990027814226,"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."}}