{"id":"W4244697306","doi":"10.1515/iupac.83.0099","title":"Heterogeneous 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; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001183724,0.002698151,0.001724668,0.005175046,0.0009078957,0.003156301,0.002802881,0.001570682,0.04743047],"category_scores_gemma":[0.005492519,0.0006595738,0.002643062,0.008275906,0.0003435737,0.001867603,0.001960351,0.001911908,0.08497947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001765948,"about_ca_system_score_gemma":0.002660404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01613778,"about_ca_topic_score_gemma":0.02492134,"domain_scores_codex":[0.998289,0.0002738991,0.0002771089,0.0005022357,0.0004623879,0.0001953446],"domain_scores_gemma":[0.9982413,0.0004803838,0.0002312719,0.0004997624,0.000425719,0.0001216779],"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":[0.0002112958,0.00005891365,0.002059689,0.004478951,0.0001384777,0.0000532914,0.00004160685,0.001101281,0.0006670831,0.001729429,0.9749527,0.01450731],"study_design_scores_gemma":[0.0001799705,0.0000254605,0.003919812,0.0007120595,0.00007790318,0.00009180894,0.00005386345,0.0004724833,0.0008372171,0.001495317,0.9921018,0.00003229002],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002332913,0.0003910341,0.0001293941,0.00004033087,0.00002297745,0.00002168013,0.9974158,0.0003107333,0.00143473],"genre_scores_gemma":[0.0003436005,0.0002318937,0.0003170672,0.00003476716,0.000005164931,0.00006979157,0.9982988,0.00004275022,0.000656289],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.04743047,"threshold_uncertainty_score":0.1586708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009151093020075541,"score_gpt":0.347886963680246,"score_spread":0.3387358706601705,"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."}}