{"id":"W4297003421","doi":"10.1002/rem.21737","title":"Carbon injection to support in‐situ smoldering remediation","year":2022,"lang":"en","type":"article","venue":"Remediation Journal","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Chevron (Canada); Western University","funders":"","keywords":"Environmental remediation; Activated carbon; Carbon fibers; Contamination; Environmental chemistry; Thermal treatment; Combustion; Environmental science; Waste management; Chemistry; Chemical engineering; Materials science; Adsorption; Organic chemistry; Composite material; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001362065,0.00008324325,0.00009404212,0.0002131749,0.0002706788,0.0000471058,0.0002029979,0.00003281208,0.002799514],"category_scores_gemma":[0.0001334759,0.00008971282,0.00003538189,0.000679826,0.00001811169,0.0002633885,0.0001350473,0.0004611005,0.00009651869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0012388,"about_ca_system_score_gemma":0.00005799734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001368925,"about_ca_topic_score_gemma":0.0006022909,"domain_scores_codex":[0.9978425,0.0001656651,0.000294479,0.0001849088,0.001195424,0.0003170219],"domain_scores_gemma":[0.9995459,0.00003017905,0.0001065396,0.0001129247,0.00001880544,0.000185647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001053345,0.0001016011,0.5573383,0.000004114684,0.000007027627,0.00006495716,0.005462816,0.05721026,0.1462105,0.00001184821,0.008305694,0.2251775],"study_design_scores_gemma":[0.001313174,0.0008934293,0.8503364,0.000009958564,0.000008821295,0.0003351098,0.001443201,0.005587054,0.009600717,0.0006014175,0.1294471,0.0004235532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887471,0.00009290693,0.000237562,0.001069115,0.000746676,0.0001606526,0.000002224735,0.0000186044,0.00892511],"genre_scores_gemma":[0.9984862,0.00005858508,0.0001885613,0.0002199468,0.0002595006,0.00003348593,0.00001441804,0.00001137083,0.0007279048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2929981,"threshold_uncertainty_score":0.9981121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02051837831079896,"score_gpt":0.2745956768974143,"score_spread":0.2540772985866153,"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."}}