{"id":"W7099094319","doi":"","title":"SIMULATION ET CONCEPTION D'HEURISTIQUES EFFICACES POUR UN","year":2015,"lang":"en","type":"article","venue":"","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Domain (mathematical analysis); Product (mathematics)","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":[0.0005259424,0.0005471861,0.0005632119,0.0003686288,0.0005597624,0.001549629,0.0006585581,0.001210685,0.007240502],"category_scores_gemma":[0.001741663,0.0003763827,0.0007573391,0.0003121316,0.000781094,0.000967584,0.000908375,0.001234148,0.0008896553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001008465,"about_ca_system_score_gemma":0.001453474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01460604,"about_ca_topic_score_gemma":0.007013937,"domain_scores_codex":[0.9997379,0.0001017427,0.000009092351,0.00003207973,0.00009142326,0.00002779096],"domain_scores_gemma":[0.9993132,0.0004597923,0.00002981129,0.00004981841,0.0000994252,0.00004791629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001362522,0.00005621042,0.001320769,0.00009645194,0.00002878075,0.00009806787,0.0001897531,0.9365998,0.004075595,0.03343011,0.001489586,0.02247866],"study_design_scores_gemma":[0.00002178442,0.00001541249,0.0001762357,0.00001488164,0.000004569808,0.00001756799,0.00003290701,0.9894835,0.001274238,0.003730946,0.005219405,0.000008477834],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1223093,0.001591252,0.8116519,0.002230602,0.0003992763,0.0001418344,0.0005936475,0.001545301,0.05953692],"genre_scores_gemma":[0.795597,0.001428858,0.1711296,0.0002005482,0.0001293003,0.0003328027,0.0005473319,0.0004485115,0.03018602],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01460604,"threshold_uncertainty_score":0.02904207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1230881592075031,"score_gpt":0.3776993205121229,"score_spread":0.2546111613046197,"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."}}