{"id":"W6977571372","doi":"10.71892/11143/907","title":"Développement de nouveaux catalyseurs partiellement biosourcés pour la synthèse Fischer-Tropsch à partir d'un biogaz","year":2025,"lang":"fr","type":"other","venue":"Open MIND","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Steam reforming; Hydrogen production; Pyrolysis; Catalysis; Methane reformer; Methane; Fluidized bed; Hydrogen; Biomass (ecology)","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001207158,0.001115048,0.001280481,0.0003882276,0.0001826509,0.0002929427,0.001945821,0.0009292035,0.06241968],"category_scores_gemma":[0.0005238772,0.001113676,0.0005054855,0.0006588433,0.0001699885,0.0001859334,0.002007169,0.0009996032,0.005951674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001214346,"about_ca_system_score_gemma":0.0008906751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009128145,"about_ca_topic_score_gemma":0.0003187938,"domain_scores_codex":[0.9951083,0.0002307693,0.001223379,0.001369813,0.0005688563,0.001498847],"domain_scores_gemma":[0.9969664,0.0003885795,0.0005240875,0.001412922,0.0001126958,0.0005953336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001636827,0.001185794,0.001366742,0.0007957913,0.003692196,0.0006082896,0.003631596,0.0006657053,0.1772853,0.0007852482,0.005853195,0.8039665],"study_design_scores_gemma":[0.0009571499,0.00002919075,0.0000257149,0.001064408,0.0006748681,0.00002960089,0.0005316901,0.000612682,0.4268319,0.00003459069,0.5684406,0.0007676536],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1706528,0.005876157,0.008830003,0.01092068,0.001853582,0.003766604,0.001154742,0.00007897351,0.7968664],"genre_scores_gemma":[0.04221251,0.0007317339,0.06843507,0.000141749,0.000757921,0.00043998,0.0007478777,0.0006789392,0.8858542],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8031988,"threshold_uncertainty_score":0.9991313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02323978095530188,"score_gpt":0.2969152231627016,"score_spread":0.2736754422073998,"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."}}