{"id":"W4253313132","doi":"10.1515/iupac.83.0231","title":"Radiant Intensity","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Catalysis and Oxidation Reactions","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Glossary; Chemical nomenclature; Photocatalysis; Compendium; Terminology; Chemistry; Nanotechnology; Catalysis; Materials science; Organic chemistry; History; Philosophy; Archaeology","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":[0.000190778,0.0003020849,0.0005171977,0.0001865386,0.00007050733,0.00003676355,0.00027378,0.000302666,0.004823778],"category_scores_gemma":[0.0005857124,0.0002312832,0.000248413,0.0001759959,0.00006131917,0.00007500823,0.0001139602,0.0004733021,0.00001838017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004479818,"about_ca_system_score_gemma":0.000198605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002083475,"about_ca_topic_score_gemma":0.0003742878,"domain_scores_codex":[0.9983665,0.0000123178,0.0003867839,0.0003726758,0.0005698833,0.0002918797],"domain_scores_gemma":[0.9985582,0.00007226108,0.0001551116,0.0007636895,0.0002609626,0.0001898411],"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":[0.00002897723,0.00007342554,0.000001077396,0.00003319164,0.0001169891,0.00002163537,0.000003050962,0.000005469715,0.0005205783,0.000009830427,0.9973419,0.001843932],"study_design_scores_gemma":[0.0003535536,0.00001738658,0.00001205938,0.0001468639,0.0001285045,0.00001726854,0.000008900937,0.0000763181,0.0005051215,0.00001794954,0.9984069,0.0003091895],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00007923457,0.0001819662,0.001295267,0.0006397276,0.0006643298,0.0001004346,0.9968699,0.0001094766,0.00005968128],"genre_scores_gemma":[0.00005285427,0.0003838151,0.00002674062,0.0001770876,0.0009799409,0.000008739166,0.9973444,0.00003048336,0.0009958888],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.004805398,"threshold_uncertainty_score":0.9960859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01212254533063722,"score_gpt":0.3546384060456355,"score_spread":0.3425158607149982,"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."}}