{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000572026,0.0005519728,0.0005493723,0.0003234226,0.0002574457,0.00110453,0.0004319188,0.0006567101,0.002596659],"category_scores_gemma":[0.000288299,0.0002350789,0.0005335418,0.0005260136,0.0003402306,0.00102841,0.0006323369,0.001286394,0.001574458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006598035,"about_ca_system_score_gemma":0.0007246914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001096443,"about_ca_topic_score_gemma":0.001992123,"domain_scores_codex":[0.999723,0.00003915508,0.00001335026,0.00006845604,0.00008216557,0.00007388835],"domain_scores_gemma":[0.9999281,0.0000176417,0.000007384198,0.000008461125,0.00002749495,0.00001082833],"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":[0.0002101535,0.0003356287,0.0002615511,0.001360947,0.00006791835,0.0002658665,0.000431092,0.003037578,0.7776608,0.02126883,0.002608653,0.1924911],"study_design_scores_gemma":[0.00003786667,0.000407889,0.0007609708,0.0001572881,0.00004494391,0.0002769681,0.000201628,0.003404569,0.9090921,0.006004841,0.07957979,0.0000311015],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.482857,0.1835575,0.1485445,0.006896149,0.001007344,0.000520754,0.0004912341,0.000425132,0.1757003],"genre_scores_gemma":[0.7043352,0.1452559,0.06690504,0.0009449219,0.0001545805,0.0001653002,0.0007305068,0.0001571131,0.08135147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002596659,"threshold_uncertainty_score":0.008686662,"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."}}