{"id":"W7095000740","doi":"10.1007/978-3-031-97689-6_4","title":"Biodegradation of Pyrolysis Oils at Low-Temperature Canadian Ocean Waters","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Morphological variations and asymmetry","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Devon Energy (Canada); Natural Resources Canada","funders":"","keywords":"Biodegradation; Pyrolysis; Biofuel; Hazardous waste; Fossil fuel; Petroleum; Ecosystem; Diamondoid","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":[0.0001139966,0.0003863315,0.0001951915,0.0003800697,0.0006290592,0.0005829645,0.0004530935,0.0002755937,0.001816807],"category_scores_gemma":[0.000168931,0.0001351944,0.0003162569,0.0005525697,0.000319747,0.0004101363,0.0002545214,0.0003875971,0.0003837949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004113405,"about_ca_system_score_gemma":0.00259545,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4733995,"about_ca_topic_score_gemma":0.6023971,"domain_scores_codex":[0.9998136,0.00000406393,0.000004485132,0.0000242146,0.00007636604,0.00007723211],"domain_scores_gemma":[0.9999434,0.000008211056,0.000006964719,0.000002462953,0.00002957845,0.000009462456],"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":[0.0002648786,0.00004460628,0.005477345,0.0001584836,0.00001494039,0.0003189146,0.0002754157,0.006447664,0.9467255,0.001200972,0.0005689642,0.03850227],"study_design_scores_gemma":[0.000009164939,0.0002002237,0.05079836,0.00003992097,0.00002263273,0.0001803729,0.0006504992,0.004286463,0.9346822,0.0004673762,0.008625665,0.00003717376],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818016,0.001533248,0.002045109,0.0001475842,0.00002720696,0.00002401883,0.0008328524,0.00001979796,0.01356853],"genre_scores_gemma":[0.9666678,0.002162072,0.001252285,0.00003281474,0.000004263685,0.0000105231,0.000621834,0.0000171006,0.02923131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5266005,"threshold_uncertainty_score":0.9412881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01078131905290173,"score_gpt":0.2111692378308966,"score_spread":0.2003879187779948,"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."}}