{"id":"W3008849464","doi":"10.1039/c9cs00313d","title":"Metal-free photocatalysts for hydrogen evolution","year":2020,"lang":"en","type":"review","venue":"Chemical Society Reviews","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":551,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Basic Energy Sciences; Welch Foundation; U.S. Department of Energy","keywords":"Water splitting; Hydrogen production; Nanotechnology; Hydrogen; Metal; Photocatalysis; Biochemical engineering; Materials science; Chemistry; Catalysis; Engineering; Metallurgy; Organic chemistry","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":[0.0003162475,0.0006625569,0.0004150569,0.001117952,0.0002202461,0.0005771277,0.0005550039,0.0005796366,0.003557],"category_scores_gemma":[0.0002934078,0.0002390531,0.0003578861,0.00122789,0.0001686294,0.0006531579,0.0003669682,0.0008420388,0.001878737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005476889,"about_ca_system_score_gemma":0.0005639693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009056246,"about_ca_topic_score_gemma":0.00358911,"domain_scores_codex":[0.9998661,0.00001736208,0.000009960889,0.00003031378,0.00005662798,0.00001951771],"domain_scores_gemma":[0.999936,0.00002469554,0.00001323613,0.000004344082,0.00001658252,0.000005191149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005863281,0.0001092789,0.000148,0.03487178,0.0001391339,0.0002242793,0.00007189654,0.0005936224,0.06342151,0.01574457,0.02374323,0.8608741],"study_design_scores_gemma":[0.000006558123,0.0001088114,0.0005661046,0.001702387,0.00008124877,0.0005256291,0.00003915229,0.0001536476,0.01603026,0.00111327,0.9796587,0.00001420874],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001180582,0.9880415,0.000907175,0.0002615624,0.0003958106,0.00002064841,0.00005844,0.00002359647,0.009110666],"genre_scores_gemma":[0.01151911,0.9781965,0.001452465,0.0003121678,0.0001038409,0.00003284875,0.0001889485,0.000008974041,0.008185121],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003557,"threshold_uncertainty_score":0.01189935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05872961578369391,"score_gpt":0.3464541121438572,"score_spread":0.2877244963601633,"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."}}