{"id":"W4248012112","doi":"10.1016/j.cattod.2013.01.003","title":"Operando IV","year":2013,"lang":"en","type":"article","venue":"Catalysis Today","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Light Source (Canada)","funders":"","keywords":"Catalysis; Spectroscopy; Selectivity; Chemistry; Characterization (materials science); Heterogeneous catalysis; Confusion; Nanotechnology; Materials science; Physics; Organic 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":["insufficient_payload"],"category_scores_codex":[0.0006036865,0.0001850285,0.0002990293,0.00009011564,0.000187891,0.0002985974,0.0009613021,0.00006467901,0.0115571],"category_scores_gemma":[0.000337378,0.0001464961,0.0000792994,0.0003971129,0.0002717266,0.0009436412,0.000287032,0.00006440089,0.02274587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006157436,"about_ca_system_score_gemma":0.00007267373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003161585,"about_ca_topic_score_gemma":0.00000973444,"domain_scores_codex":[0.9982038,0.0000431277,0.0003600594,0.0005298467,0.0004099845,0.0004532068],"domain_scores_gemma":[0.9986684,0.00008849091,0.0001112038,0.0007905419,0.000169315,0.0001720495],"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":[0.000003973159,0.00003233219,0.0001002074,0.00001715174,0.000004075617,0.000002391092,0.0001885469,0.00002907219,0.9947798,0.0002497073,0.003685206,0.0009076002],"study_design_scores_gemma":[0.0002829865,0.00001952718,0.0007586552,0.000014457,0.00002564681,0.00002257081,0.00008932793,0.0002244573,0.9930834,0.001484348,0.003724928,0.0002697389],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888473,0.0001578069,0.001486094,0.0005143512,0.0007366431,0.0002522566,0.000009525702,0.00019428,0.007801709],"genre_scores_gemma":[0.99492,0.00001027115,0.001683119,0.0004168521,0.0001508371,0.000137059,0.00002231282,0.00001844012,0.002641086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01118877,"threshold_uncertainty_score":0.9893464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007994666879536715,"score_gpt":0.2284616122023953,"score_spread":0.2204669453228586,"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."}}