{"id":"W4297904160","doi":"10.1002/cptc.202200193","title":"Visible‐Light‐Driven Lignin Valorization into Value‐Added Chemicals and Sustainable Hydrogen Using Zn<sub>1‐<i>x</i></sub>Cd<sub><i>x</i></sub>S Solid Solutions as Photocatalyst","year":2022,"lang":"en","type":"article","venue":"ChemPhotoChem","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary","funders":"","keywords":"Photocatalysis; Lignin; Hydrogen; Biomass (ecology); Hydrogen production; Chemical engineering; Materials science; Carbon fibers; Solid solution; Substrate (aquarium); Band gap; Chemistry; Nanotechnology; Catalysis; Organic chemistry; Optoelectronics; Composite material","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":[0.000487078,0.0007462435,0.0007147207,0.0002622505,0.001027931,0.0001803797,0.0006233361,0.0003739601,0.00003688483],"category_scores_gemma":[0.0001005834,0.0009359836,0.0002743383,0.001186642,0.0001661792,0.0004263457,0.0009436922,0.0007258175,0.00005133658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001050921,"about_ca_system_score_gemma":0.0002690682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005399943,"about_ca_topic_score_gemma":0.000003492175,"domain_scores_codex":[0.9959865,0.00006506596,0.0008006041,0.0009812232,0.0007321355,0.001434487],"domain_scores_gemma":[0.9980928,0.000100647,0.0002184864,0.000888428,0.0001880666,0.0005116228],"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":[0.00001995836,0.0001422004,0.00003921974,0.0005367519,0.0002282782,0.00006864065,0.001156398,0.003552197,0.984824,0.00007267864,0.009271707,0.00008795271],"study_design_scores_gemma":[0.00122585,0.00006150856,0.000002337056,0.00008573158,0.0002097419,0.000165164,0.001391795,0.01133618,0.981531,0.001209337,0.001740794,0.001040599],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926457,0.0009613045,0.0001855535,0.00009738092,0.0002200252,0.001263332,0.0000547997,0.0007987511,0.003773198],"genre_scores_gemma":[0.9970971,0.0002235549,0.0003505742,0.0002205804,0.0003558832,0.0009639235,0.0004502645,0.0002442207,0.00009392293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007783982,"threshold_uncertainty_score":0.9993091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007525785199047824,"score_gpt":0.2129840531917391,"score_spread":0.2054582679926913,"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."}}