{"id":"W4234148281","doi":"10.1515/iupac.83.0235","title":"Radiation-Activation of a Catalyst","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; Catalysis; Chemistry; Nanotechnology; 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":[0.0001801288,0.0002376384,0.0004544866,0.0002736647,0.0000455247,0.00001599853,0.0002111593,0.0002538849,0.002689569],"category_scores_gemma":[0.0007075046,0.0001969294,0.0001982946,0.0002896841,0.00004761832,0.0001281515,0.00005425527,0.0002384569,0.000003159545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003588253,"about_ca_system_score_gemma":0.0002503967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003854688,"about_ca_topic_score_gemma":0.000111147,"domain_scores_codex":[0.9983382,0.00001673457,0.0005397237,0.0002798103,0.0006473751,0.0001781255],"domain_scores_gemma":[0.9983858,0.0001322889,0.0003937723,0.0006152752,0.0003853867,0.00008750451],"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":[0.00002603802,0.0001068648,0.000003059243,0.0001001971,0.0001442844,0.00000108175,0.000007996818,0.00006098668,0.004384549,0.00002657289,0.9917783,0.003360131],"study_design_scores_gemma":[0.000438113,0.00002100424,0.00002397296,0.0001801451,0.0001218245,0.000001997865,0.00001163592,0.00009785833,0.009698839,0.00001398837,0.9891735,0.0002171281],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002931017,0.000108099,0.00299477,0.0002077425,0.0002234156,0.0001305984,0.9959471,0.00004871247,0.00004652235],"genre_scores_gemma":[0.0007129787,0.0002303825,0.00002473887,0.00003149921,0.0004925274,0.00001594662,0.9981412,0.00002596631,0.0003247493],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.00531429,"threshold_uncertainty_score":0.9982221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01017099323143272,"score_gpt":0.3500343022436146,"score_spread":0.3398633090121819,"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."}}