{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009095521,0.0001293759,0.0001689452,0.0001837483,0.00007801138,0.0000270422,0.0002603173,0.00006347398,0.0005101737],"category_scores_gemma":[0.0001504657,0.0001195503,0.0001191669,0.0007796867,0.00006718946,0.0001617552,0.00006754933,0.0001055313,0.03187241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001230133,"about_ca_system_score_gemma":0.00002154776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004252527,"about_ca_topic_score_gemma":0.0001214153,"domain_scores_codex":[0.9987862,0.00002215809,0.0002228038,0.0002874495,0.0002949843,0.0003864176],"domain_scores_gemma":[0.9989805,0.00007271765,0.0000778789,0.0006413067,0.00007180169,0.0001557872],"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":[0.0001667194,0.001009234,0.03939081,0.00004127524,0.0007042281,0.0002138685,0.004858354,0.0002519686,0.7322408,0.003613507,0.1651295,0.05237969],"study_design_scores_gemma":[0.0005491328,0.00002720363,0.05672569,0.00001108256,0.0001977579,0.00001779288,0.0002748674,0.00007808344,0.4922816,0.0002372937,0.4491533,0.0004461593],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9127412,0.000340156,0.001769612,0.00009348019,0.0001325321,0.0001304985,0.00001876287,0.0003905373,0.0843832],"genre_scores_gemma":[0.9914253,0.000001660553,0.0005485825,0.00009141619,0.0001164828,0.000005101202,0.0000985814,0.00005384109,0.007658981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2840238,"threshold_uncertainty_score":0.9688814,"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."}}