{"id":"W4288038540","doi":"10.3390/catal12080819","title":"Biomass Photoreforming for Hydrogen Production over Hierarchical 3DOM TiO2-Au-CdS","year":2022,"lang":"en","type":"article","venue":"Catalysts","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydrogen production; Cellulose; Chemical engineering; Dissolution; Cellobiose; Biomass (ecology); Materials science; Pulp (tooth); Hydrogen; Dissolving pulp; Ternary operation; Chemistry; Pulp and paper industry; Organic chemistry; Cellulase","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":[],"consensus_categories":[],"category_scores_codex":[0.0004055153,0.0002374259,0.0002973585,0.0002562175,0.0005413191,0.00001652,0.0004022535,0.00007989548,0.0001144845],"category_scores_gemma":[0.0001330957,0.0002408629,0.0002217699,0.0005696341,0.00009950415,0.0002631031,0.0002835838,0.0002300168,0.00002355658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007393103,"about_ca_system_score_gemma":0.00009882255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006845312,"about_ca_topic_score_gemma":0.0002095672,"domain_scores_codex":[0.998082,0.00006411021,0.000379261,0.0006325208,0.0003815871,0.0004604908],"domain_scores_gemma":[0.9988301,0.00006017407,0.000174153,0.0007646639,0.0000588893,0.0001120173],"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":[0.0002872654,0.0002452718,0.0005624323,0.00009927054,0.0001906519,0.00001977567,0.001044522,0.0005709864,0.9761218,0.003196342,0.003338608,0.0143231],"study_design_scores_gemma":[0.00032872,0.00009425821,0.0001025491,0.000007682486,0.00005314156,0.00004332178,0.00006844624,0.0003362919,0.7911147,0.005271677,0.2022903,0.0002889566],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930387,0.0001333774,0.001318691,0.0001937273,0.0005146183,0.001162735,0.000100298,0.0006280456,0.002909787],"genre_scores_gemma":[0.9918672,0.000002891122,0.00178459,0.0001074854,0.0004035859,0.002247931,0.001144468,0.00008646477,0.002355418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1989516,"threshold_uncertainty_score":0.9822106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01537238627919674,"score_gpt":0.2784249567519733,"score_spread":0.2630525704727766,"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."}}