{"id":"W4243423846","doi":"10.1002/9783527635603.ch18","title":"Isomerization","year":2011,"lang":"en","type":"other","venue":"","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Isomerization; Chemistry; Organic chemistry; Catalysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001961275,0.0009056174,0.0003608576,0.0004368138,0.0005144966,0.000503213,0.0007881209,0.000306503,0.07230858],"category_scores_gemma":[0.0001952012,0.0002174212,0.0003739774,0.0004569939,0.0003558986,0.001190352,0.001039898,0.001587704,0.01998125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007534246,"about_ca_system_score_gemma":0.0007260505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001357888,"about_ca_topic_score_gemma":0.00222331,"domain_scores_codex":[0.9997053,0.00001484362,0.000009994071,0.00009566127,0.00009337954,0.00008072297],"domain_scores_gemma":[0.9999472,0.000005362536,0.000005438357,0.00001531817,0.00001781248,0.000008831198],"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":[0.0003873072,0.0003953277,0.0005009036,0.001501351,0.00005963529,0.0005832981,0.0003767359,0.001496218,0.4107373,0.1342728,0.07885963,0.3708295],"study_design_scores_gemma":[0.00002067372,0.0002034149,0.0004635129,0.00007342644,0.00001923059,0.0005105484,0.0001065001,0.0006665919,0.4584219,0.003675841,0.5358133,0.00002513189],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06234912,0.009946866,0.03775503,0.001207005,0.002002255,0.0003713139,0.002627581,0.001342655,0.8823982],"genre_scores_gemma":[0.3291554,0.02690194,0.01495438,0.00177943,0.0004765645,0.0002991762,0.007215584,0.001204404,0.618013],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07230858,"threshold_uncertainty_score":0.2418963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009121320758879916,"score_gpt":0.1764731465874396,"score_spread":0.1673518258285596,"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."}}