{"id":"W7125572574","doi":"","title":"TOWARDS DECARBONISATION STRATEGIES:UTILISATION OF RUTHENIUM AND RHODIUM CATALYSIS","year":2025,"lang":"","type":"dissertation","venue":"","topic":"Metal Extraction and Bioleaching","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"iNano Medical (Canada)","funders":"","keywords":"Catalysis; Ruthenium; Rhodium; Palladium; Homogeneous catalysis","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"],"consensus_categories":[],"category_scores_codex":[0.0004675207,0.0005342604,0.0007209301,0.0006723385,0.0001508737,0.0002213403,0.0001754747,0.0006621956,0.0006599823],"category_scores_gemma":[0.0001331351,0.0005354821,0.000252297,0.0005293865,0.00004287827,0.0005292309,0.00003056432,0.0004956153,0.00001126619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001223908,"about_ca_system_score_gemma":0.000336559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002772044,"about_ca_topic_score_gemma":0.001179977,"domain_scores_codex":[0.9975571,0.0001103455,0.001125629,0.0005173112,0.0004076433,0.0002819594],"domain_scores_gemma":[0.9987385,0.0001551711,0.0003959173,0.0003623986,0.0002343605,0.0001136114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004491284,0.0003706442,0.0005148645,0.01246633,0.002039782,0.000002885734,0.01415068,0.01316798,0.5220743,0.09948765,0.0001288448,0.3351469],"study_design_scores_gemma":[0.002660881,0.0004211866,0.05751545,0.002302869,0.004327967,0.00001424618,0.0720781,0.4779294,0.3668868,0.009026025,0.003509834,0.003327324],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6594054,0.002458927,0.03619966,0.0002173311,0.00444768,0.0008568311,0.00005472137,0.000202845,0.2961566],"genre_scores_gemma":[0.9890789,0.001140275,0.001313617,0.00001375495,0.0001059168,0.00002450468,0.001406383,0.00003611454,0.006880474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4647614,"threshold_uncertainty_score":0.9997097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01397921218782805,"score_gpt":0.2640492471132081,"score_spread":0.25007003492538,"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."}}