{"id":"W2983322611","doi":"10.11575/prism/37138","title":"Catalytic Heavy Crude Upgrading under Methane Environment","year":2019,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Methane; Environmental science; Waste management; Catalysis; Environmental chemistry; Chemistry; Engineering; Organic chemistry","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":[0.00008331844,0.0001981419,0.0001643803,0.0001890311,0.0002089046,0.000253753,0.0001415697,0.0001519513,0.002717546],"category_scores_gemma":[0.0000942714,0.0001260749,0.000244754,0.0002505974,0.00009061539,0.0002303931,0.0001985072,0.0004437465,0.0007425683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002784182,"about_ca_system_score_gemma":0.0003541888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001495767,"about_ca_topic_score_gemma":0.003829195,"domain_scores_codex":[0.9999329,0.000003444519,0.000002838252,0.00001180804,0.00003094886,0.00001794768],"domain_scores_gemma":[0.9999837,0.000002061858,0.000002031284,0.00000218495,0.000006713612,0.000003436674],"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":[0.00008353984,0.00008310359,0.0003256711,0.0005193843,0.00001248569,0.0001758468,0.0001505555,0.0009706449,0.9578549,0.002615165,0.001100003,0.03610872],"study_design_scores_gemma":[0.000008228423,0.00009648129,0.001177929,0.00003624725,0.00001666137,0.00007657035,0.00008575858,0.001393812,0.9678276,0.0002194605,0.02905326,0.000008073598],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8972178,0.009321733,0.01190875,0.0004481609,0.0001797788,0.0001193966,0.0004708561,0.0002157661,0.08011784],"genre_scores_gemma":[0.9335003,0.008100147,0.006328696,0.00007466705,0.00001722729,0.00003931282,0.0003388751,0.00005198392,0.05154882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002717546,"threshold_uncertainty_score":0.009091139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03462390883319798,"score_gpt":0.3314056716692887,"score_spread":0.2967817628360907,"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."}}