{"id":"W4292099876","doi":"10.1002/cjce.24608","title":"Direct conversion of poor‐quality residual oil to light gases in electricity‐driven thermal plasma reactor","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Laser-induced spectroscopy and plasma","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"PetroChina Company Limited","keywords":"Pyrolysis; Gas composition; Plasma; Chemistry; Residual; Enthalpy; Materials science; Chemical engineering; Waste management; Organic chemistry; Thermodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004152121,0.0001445391,0.0002923988,0.000268758,0.00004852596,0.00001772033,0.000373121,0.00006275881,0.000114172],"category_scores_gemma":[0.0001834571,0.0001287205,0.00008323003,0.0004180714,0.00001574187,0.00007821485,0.00002587036,0.0006707835,0.000002583846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005797277,"about_ca_system_score_gemma":0.0002284714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001083658,"about_ca_topic_score_gemma":0.0004164533,"domain_scores_codex":[0.9988428,0.00004601135,0.0003981522,0.00009010604,0.0002587122,0.000364242],"domain_scores_gemma":[0.9992355,0.0002080218,0.00007025846,0.000137914,0.00003788017,0.0003104739],"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":[0.0000447251,0.000008450873,0.0001536597,0.00003953248,0.00003644477,0.00005863377,0.0004194108,0.2038747,0.7946861,0.00005560158,0.0004820026,0.0001407578],"study_design_scores_gemma":[0.0003269881,0.00006329516,0.0002701646,0.00005237923,0.00001659032,0.00005529146,0.00002827898,0.006319939,0.9898614,0.000004088166,0.002841095,0.0001605077],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983258,0.000119204,0.000009302892,0.0004453635,0.0002810823,0.00004350861,0.00003311216,0.0000205566,0.000722049],"genre_scores_gemma":[0.9996487,0.00000383397,0.0001215795,0.00004444097,0.000127287,0.000003975123,0.00000291934,0.00002709571,0.00002016176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1975548,"threshold_uncertainty_score":0.5249071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008860971308889918,"score_gpt":0.1966820431608627,"score_spread":0.1878210718519727,"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."}}