{"id":"W4403951255","doi":"10.1039/d4ja00261j","title":"Insights into the role of transition and noble metals mediating photochemical vapor generation","year":2024,"lang":"en","type":"article","venue":"Journal of Analytical Atomic Spectrometry","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"Ústav analytické chemie, Akademie Věd České Republiky; National Research Council Canada; Akademie Věd České Republiky","keywords":"Transition metal; Photochemistry; Chemistry; Materials science; Chemical physics; Nanotechnology; Catalysis; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001845701,0.0003588119,0.0002285642,0.0001843411,0.0002178234,0.0006454351,0.0004373459,0.000474559,0.001375121],"category_scores_gemma":[0.0001708529,0.0001740323,0.0001827586,0.0001233681,0.0003691505,0.0006565843,0.0002993128,0.0009007478,0.0003582547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003754379,"about_ca_system_score_gemma":0.0002339185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005258399,"about_ca_topic_score_gemma":0.0007876468,"domain_scores_codex":[0.9999384,0.000005302541,0.00000279524,0.00001204439,0.00002086455,0.0000206442],"domain_scores_gemma":[0.9999468,0.00002895253,0.00000549185,0.000005297684,0.000008131474,0.000005327952],"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":[0.000107376,0.00003332307,0.0002181914,0.0004935619,0.00001072665,0.0003948226,0.0001393561,0.0006964421,0.9457133,0.01841146,0.0004925948,0.03328897],"study_design_scores_gemma":[0.00001157928,0.0001847342,0.001087719,0.00005291038,0.00002397592,0.0007467942,0.000164602,0.004215749,0.9516888,0.009225808,0.03258113,0.00001618987],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.752025,0.1193424,0.06488071,0.002884672,0.0005121348,0.00008906242,0.0004266535,0.0005909613,0.05924834],"genre_scores_gemma":[0.945954,0.03667546,0.01008286,0.0002371315,0.00007531351,0.00002730053,0.0001667954,0.00003922689,0.006741968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001375121,"threshold_uncertainty_score":0.004600227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008722422470347586,"score_gpt":0.2587211499127465,"score_spread":0.249998727442399,"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."}}