{"id":"W4244833537","doi":"10.1515/iupac.83.0102","title":"Homogeneous Radiation Catalysis","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":"Photocatalysis; Glossary; Chemical nomenclature; Compendium; Terminology; Chemistry; Catalysis; Nanotechnology; Materials science; Organic chemistry; History; Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002098934,0.0003738425,0.0005524345,0.0003323404,0.0001077865,0.00005783514,0.0003331378,0.0003766623,0.00641304],"category_scores_gemma":[0.0005480809,0.000308539,0.0003463062,0.0003479858,0.00004852113,0.0001072893,0.00009565464,0.0003601988,0.00002390805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000662724,"about_ca_system_score_gemma":0.000240343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002715326,"about_ca_topic_score_gemma":0.0004949458,"domain_scores_codex":[0.9978205,0.00002393585,0.0005287367,0.000479957,0.0008176566,0.0003292084],"domain_scores_gemma":[0.9981785,0.0001116916,0.0002677823,0.0009496681,0.0003091823,0.0001832179],"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":[0.00001761898,0.0001116834,0.000001229433,0.00004716878,0.0002441117,0.00001613907,0.000005186443,0.0000743242,0.0006930419,0.000007841937,0.9859728,0.01280888],"study_design_scores_gemma":[0.0004097111,0.00002157664,0.000005320045,0.00007456471,0.0003811434,0.00001519133,0.000007465445,0.0001493923,0.001389819,0.00001412602,0.9971376,0.0003941134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001405698,0.0006179866,0.001946175,0.0003122632,0.0004667649,0.0001370445,0.9961941,0.000133393,0.00005167133],"genre_scores_gemma":[0.00008908821,0.001066505,0.00002948168,0.00008174179,0.001204005,0.00002708663,0.9961591,0.00004596808,0.001296976],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01241476,"threshold_uncertainty_score":0.9999367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008385096294599345,"score_gpt":0.3455725721158277,"score_spread":0.3371874758212284,"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."}}