{"id":"W4234621329","doi":"10.1515/iupac.83.0024","title":"Areal Parameters","year":2016,"lang":"nn","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; Chemical nomenclature; Photocatalysis; Compendium; Terminology; Chemistry; Nanotechnology; Catalysis; Materials science; 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":[0.0004296204,0.0008042493,0.001107098,0.0003893645,0.0001894284,0.0001587834,0.0006283321,0.0007296381,0.01224894],"category_scores_gemma":[0.0011876,0.0006659191,0.0006677254,0.0004457886,0.0001903347,0.000203784,0.0002534243,0.0009785536,0.00006078197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001106119,"about_ca_system_score_gemma":0.0005114976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000295023,"about_ca_topic_score_gemma":0.0004373576,"domain_scores_codex":[0.9957203,0.00005759688,0.001059089,0.0009307514,0.001449137,0.0007831825],"domain_scores_gemma":[0.9965426,0.0003905565,0.0004691171,0.001529628,0.0005683885,0.0004997313],"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":[0.0001116615,0.0003527158,0.000007109272,0.0001676646,0.0005743317,0.00004717661,0.00001936654,0.000121146,0.00122544,0.00005026522,0.9883443,0.008978847],"study_design_scores_gemma":[0.001181251,0.00009037765,0.00002007879,0.0006062257,0.000564245,0.00002538623,0.0000614359,0.0003324987,0.001343979,0.00004310645,0.9948941,0.0008373311],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001404608,0.0004679278,0.003800941,0.001073471,0.001270406,0.0002849314,0.9913575,0.0001623087,0.0001779113],"genre_scores_gemma":[0.0007814714,0.001601885,0.0001636276,0.0002095613,0.001322442,0.000032614,0.9936567,0.0001058165,0.002125859],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01218816,"threshold_uncertainty_score":0.9995792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01463481124798812,"score_gpt":0.3675588917330954,"score_spread":0.3529240804851073,"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."}}