{"id":"W7015725003","doi":"","title":"Synthesis of Deuterated Benzene for a Circular Deuterium Economy","year":2024,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Chemical Reactions and Isotopes","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deuterium; Benzene; Molecule; Hydrogen–deuterium exchange; Refinery; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001587765,0.0002257809,0.0005141053,0.0002385298,0.0001150359,0.0000113191,0.0002561815,0.0006046045,0.0007279799],"category_scores_gemma":[0.00002764501,0.0002602063,0.0003672214,0.0001506627,0.00009235566,0.0001045964,0.00004166216,0.0003593748,0.00004903579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007762326,"about_ca_system_score_gemma":0.0001130762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001769167,"about_ca_topic_score_gemma":0.00138067,"domain_scores_codex":[0.9991019,0.00005552632,0.0001976586,0.0003347564,0.00007111771,0.0002389958],"domain_scores_gemma":[0.9990495,0.0002259632,0.0002296287,0.0001620126,0.0002233948,0.0001094466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002082373,0.0005672032,0.0002056262,0.006847841,0.003323417,0.00006820158,0.0331862,0.00008606019,0.9074302,0.001181985,0.02037662,0.02464422],"study_design_scores_gemma":[0.0008607638,0.0001387063,0.0001696478,0.0002935692,0.002031453,0.000005736489,0.02165861,0.001475189,0.8050473,0.0006210242,0.1672606,0.0004374637],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949154,0.0004824318,0.00001930766,0.0004738312,0.0006794386,0.000441297,0.0003439069,0.00004915693,0.00259529],"genre_scores_gemma":[0.7622783,0.0007304049,0.0007839456,0.00006430104,0.0001417478,0.00001425424,0.001096795,0.00006566882,0.2348246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.232637,"threshold_uncertainty_score":0.999985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0386947918164103,"score_gpt":0.3181253981675508,"score_spread":0.2794306063511405,"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."}}