{"id":"W4248429206","doi":"10.1515/iupac.83.0294","title":"Spectral Quantum Yield","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; Photocatalysis; Chemical nomenclature; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017966,0.0003503492,0.0005013337,0.0001939627,0.00007414949,0.00004858655,0.0003295001,0.0003452286,0.01349955],"category_scores_gemma":[0.0006324254,0.0002740831,0.0002950131,0.0001947551,0.00005391352,0.00009092021,0.00009586589,0.0005532454,0.00002176184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003643653,"about_ca_system_score_gemma":0.0002079127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001936663,"about_ca_topic_score_gemma":0.0004099517,"domain_scores_codex":[0.9980495,0.00001220257,0.0004500503,0.0004132442,0.0007056799,0.0003692973],"domain_scores_gemma":[0.9985343,0.000141882,0.0001701094,0.0007802331,0.0001970713,0.000176398],"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":[0.00002520865,0.0001013748,0.000001215677,0.0000508712,0.0001190239,0.00001879962,0.000003009781,0.00001657358,0.001262842,0.00008637305,0.9977665,0.0005482296],"study_design_scores_gemma":[0.0002926426,0.0000311062,0.000008381587,0.0002039416,0.0001364375,0.00001208375,0.00001048042,0.0001393566,0.0008709333,0.00004799068,0.9978755,0.0003711704],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000133902,0.0002013937,0.001871497,0.0005872074,0.00070142,0.0001099955,0.9961267,0.0001377309,0.0001301974],"genre_scores_gemma":[0.0001495747,0.0004028557,0.000020001,0.0001038832,0.001522292,0.00001178137,0.9964371,0.00004002574,0.001312489],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01347779,"threshold_uncertainty_score":0.9999712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01602729423082284,"score_gpt":0.3573351785280448,"score_spread":0.341307884297222,"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."}}