{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001881646,0.0003687597,0.0005384824,0.0003008067,0.00009685824,0.00005717295,0.0003129123,0.0003598316,0.006411311],"category_scores_gemma":[0.0004292435,0.0003035731,0.0003575193,0.0002835026,0.00004462792,0.0001063827,0.000094285,0.0003358244,0.00002166507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006341077,"about_ca_system_score_gemma":0.0001804793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002099387,"about_ca_topic_score_gemma":0.0004126561,"domain_scores_codex":[0.9978707,0.00002464375,0.0005271717,0.0004734364,0.000782049,0.0003219269],"domain_scores_gemma":[0.9982811,0.00009584157,0.0002639758,0.000909201,0.0002694955,0.0001804147],"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":[0.00001869752,0.0001032435,0.000001096917,0.00004655102,0.0002575839,0.0000145843,0.000004576253,0.0001986383,0.0006275281,0.000003729564,0.9896265,0.009097256],"study_design_scores_gemma":[0.0004010405,0.00002274617,0.000003166859,0.00007200618,0.0003262608,0.00001574967,0.000004242002,0.0002254917,0.001964029,0.00001011911,0.9965819,0.0003733102],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001632174,0.0005074218,0.001788762,0.0002571626,0.0004429302,0.0001320132,0.9965512,0.0001279519,0.00002935983],"genre_scores_gemma":[0.000213455,0.0008086233,0.00001740124,0.00009255663,0.00103667,0.0000261535,0.997025,0.00004491942,0.000735205],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.008723946,"threshold_uncertainty_score":0.9999416,"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."}}