{"id":"W4252422360","doi":"10.1016/j.cattod.2007.06.028","title":"Preface","year":2007,"lang":"en","type":"article","venue":"Catalysis Today","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Chemistry","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":[0.001198742,0.001004825,0.0007228071,0.002735754,0.002025408,0.002448981,0.001501323,0.0009507929,0.378357],"category_scores_gemma":[0.006146773,0.0002752059,0.0007124171,0.001807484,0.0004215104,0.002168347,0.001848914,0.002986071,0.2773842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001452095,"about_ca_system_score_gemma":0.001683491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002877054,"about_ca_topic_score_gemma":0.00372165,"domain_scores_codex":[0.9994337,0.00005998143,0.00003048379,0.00008594376,0.0003330527,0.0000568857],"domain_scores_gemma":[0.9970604,0.0003370603,0.0001026988,0.0003709413,0.001701707,0.0004271997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004551143,0.00002681825,0.00006121692,0.0001412846,0.000002756637,0.00003856656,0.00001932027,0.0000541947,0.0004019334,0.003455324,0.9481465,0.04760655],"study_design_scores_gemma":[0.000003618474,0.00001175493,0.0001434988,0.00005329021,0.000002354896,0.00002827726,0.00001933481,0.00002853957,0.0003867315,0.001809664,0.9975084,0.000004489983],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001643712,0.0186585,0.01496553,0.02601073,0.3609896,0.0007940996,0.01506465,0.00274517,0.559128],"genre_scores_gemma":[0.004906488,0.007642442,0.003417114,0.005965814,0.02729822,0.0002828998,0.009517364,0.0008179863,0.9401517],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.378357,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01209473160910373,"score_gpt":0.2745029945552652,"score_spread":0.2624082629461615,"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."}}