{"id":"W4229735769","doi":"10.1515/iupac.83.0289","title":"Spectral Irradiance","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Glossary; Photocatalysis; Chemical nomenclature; Compendium; Terminology; Chemistry; Nanotechnology; Materials science; Catalysis; Organic chemistry; History; Archaeology; 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":[0.0004589923,0.0003410029,0.0004398558,0.00006815136,0.000128263,0.00006022937,0.0005745332,0.0002143837,0.0143205],"category_scores_gemma":[0.0001196715,0.0002499518,0.0002020964,0.000204372,0.0002412928,0.0001083048,0.0002138752,0.0003273121,0.00008862533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007447383,"about_ca_system_score_gemma":0.00006407603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001388903,"about_ca_topic_score_gemma":0.0003843476,"domain_scores_codex":[0.9973973,0.00008893623,0.0003500243,0.0005784215,0.001097829,0.0004874901],"domain_scores_gemma":[0.9987493,0.00003885202,0.0001658032,0.0008074405,0.00002140056,0.0002172149],"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":[0.00001690777,0.00008371763,0.0001406829,0.00001869937,0.00004336306,0.00004383419,0.00001032402,0.00001088082,0.00007878466,7.333376e-7,0.9980241,0.001527939],"study_design_scores_gemma":[0.0002344501,0.00006108302,0.0003235088,0.0001008428,0.0000796539,0.000005027904,0.000007263272,0.000002669767,0.0001578269,0.000175152,0.9984791,0.000373445],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001039638,0.00009632924,0.00004134114,0.0008107552,0.0005384916,0.00008159957,0.9972414,0.0000527073,0.00009767796],"genre_scores_gemma":[0.0001646365,0.0002686568,0.00008252406,0.0001047454,0.001232704,0.000006074904,0.9952961,0.00002393763,0.002820597],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01423187,"threshold_uncertainty_score":0.9999953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01603537995708923,"score_gpt":0.3718570760110544,"score_spread":0.3558216960539651,"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."}}