{"id":"W4362699365","doi":"10.1002/aenm.202300257","title":"Biomass Photoreforming for Hydrogen and Value‐Added Chemicals Co‐Production on Hierarchically Porous Photocatalysts","year":2023,"lang":"en","type":"article","venue":"Advanced Energy Materials","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Canada First Research Excellence Fund; National Natural Science Foundation of China","keywords":"Biomass (ecology); Materials science; Raw material; Photocatalysis; Porosity; Fossil fuel; Chemical engineering; Nanotechnology; Catalysis; Organic chemistry; Chemistry; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005034787,0.0005006884,0.0007220919,0.0003554606,0.0002654552,0.00005913208,0.0003401238,0.0002479995,0.00005410626],"category_scores_gemma":[0.0002835584,0.0004654156,0.0001207488,0.0005240337,0.0001781174,0.0003643643,0.0001421824,0.00008943681,0.00004352865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001558427,"about_ca_system_score_gemma":0.00003012271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00030045,"about_ca_topic_score_gemma":0.0000411668,"domain_scores_codex":[0.9970011,0.00009448517,0.0007626038,0.001048839,0.0003497655,0.0007431877],"domain_scores_gemma":[0.9983243,0.0002339212,0.0003366206,0.0008280277,0.00009803105,0.0001791227],"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":[0.0005388652,0.00005493617,0.000002697101,0.00008237838,0.00009089522,0.00001174871,0.00007311467,0.0008349085,0.98246,0.006479997,0.0001987301,0.009171699],"study_design_scores_gemma":[0.0006998549,0.0001922508,0.00001525309,0.00007898049,0.00004044273,0.00002044431,0.0000291904,0.00007811561,0.9428626,0.02907531,0.02638971,0.0005179021],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950333,0.00005856465,0.000628011,0.0001035781,0.0004158067,0.0008506319,0.00015015,0.001539334,0.001220609],"genre_scores_gemma":[0.9873034,0.0002588924,0.006229593,0.0002828568,0.0003693413,0.002486582,0.001728767,0.0001942799,0.001146301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03959749,"threshold_uncertainty_score":0.9997798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01349325252546963,"score_gpt":0.2852338303465246,"score_spread":0.271740577821055,"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."}}