{"id":"W4243514784","doi":"10.1016/j.cattod.2006.02.001","title":"Preface","year":2006,"lang":"en","type":"article","venue":"Catalysis Today","topic":"","field":"","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001944113,0.0001305075,0.0001710127,0.0001217809,0.00007749347,0.00004264163,0.0002256787,0.00005125141,0.000505162],"category_scores_gemma":[0.00004157847,0.00012044,0.0001220701,0.0005941013,0.00006180155,0.0001632457,0.00005496551,0.00007483956,0.032129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009388319,"about_ca_system_score_gemma":0.00002225217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003176091,"about_ca_topic_score_gemma":0.0001606784,"domain_scores_codex":[0.9989588,0.00003554912,0.0001913376,0.0002883144,0.0002507664,0.0002752688],"domain_scores_gemma":[0.9991847,0.00003063457,0.00007364814,0.0005951399,0.00005722915,0.00005870198],"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":[0.00002940969,0.0007711094,0.02576956,0.00002316334,0.0001997713,0.00004912863,0.0003955223,0.002048829,0.3651755,0.005181345,0.596849,0.003507563],"study_design_scores_gemma":[0.0007145595,0.00002125,0.06500415,0.00001192336,0.0002783995,0.00001426874,0.00005889168,0.0004647136,0.2952444,0.001568189,0.6360465,0.0005727476],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8879218,0.0004830096,0.0002489405,0.0001767407,0.00008503727,0.000127901,0.00004828799,0.0004496018,0.1104587],"genre_scores_gemma":[0.980243,9.037061e-7,0.0003121816,0.00003694677,0.0001532389,0.00001974019,0.0003085089,0.0000533002,0.01887224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09232119,"threshold_uncertainty_score":0.9686246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006103872962154354,"score_gpt":0.2193850453787354,"score_spread":0.213281172416581,"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."}}