{"id":"W6921519812","doi":"10.71892/11143/900","title":"Development of nickel-based catalysts with biosurfactants for CO2 hydrogenation","year":2025,"lang":"en","type":"other","venue":"USherbrooke-PROD","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Methanation; Renewable energy; Greenhouse gas; Fossil fuel; Raw material; Substitute natural gas; Natural gas; Electricity","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002208884,0.0004905444,0.0007261558,0.0004896504,0.00004498552,0.00001056495,0.0003869141,0.0004199629,0.0001574145],"category_scores_gemma":[0.0001213159,0.0004199128,0.0001733794,0.0003729604,0.00005193954,0.00004835603,0.00006998101,0.0002048332,0.00004402019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003926558,"about_ca_system_score_gemma":0.0005332917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001627457,"about_ca_topic_score_gemma":0.0004499734,"domain_scores_codex":[0.9979526,0.00001051665,0.0005861938,0.0005785641,0.0004452432,0.0004268938],"domain_scores_gemma":[0.9986772,0.0000700848,0.0003910873,0.0006466547,0.0001143503,0.0001006422],"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":[0.0007825631,0.0008526951,0.0004256734,0.02888169,0.004806246,0.00003456051,0.001027814,0.001377931,0.8585241,0.001365775,0.02217263,0.07974832],"study_design_scores_gemma":[0.001309962,0.00003119285,0.000006222336,0.001769873,0.0001694557,0.000002044482,0.00001974333,0.001136705,0.8087767,0.000009098342,0.1862603,0.0005086871],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0657635,0.006661995,0.134099,0.0001801893,0.002169054,0.01074943,0.001538304,0.003369239,0.7754693],"genre_scores_gemma":[0.053468,0.00002305425,0.1423755,0.00006240922,0.0003587599,0.0007098419,0.003096625,0.001928016,0.7979777],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1640877,"threshold_uncertainty_score":0.9998253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01366279580939753,"score_gpt":0.2446634320839803,"score_spread":0.2310006362745828,"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."}}