{"id":"W1566791157","doi":"10.1002/er.3211","title":"A review on selected heterogeneous photocatalysts for hydrogen production","year":2014,"lang":"en","type":"review","venue":"International Journal of Energy Research","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":210,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Photocatalysis; Hydrogen production; Hydrogen; Production rate; Reactivity (psychology); Chemistry; Materials science; Catalysis; Engineering; Organic chemistry; Process engineering; Medicine","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":[0.002839912,0.0004981236,0.002025457,0.001749639,0.0001127056,0.00007226332,0.002284613,0.0003339953,0.00009588736],"category_scores_gemma":[0.003282716,0.0003875737,0.00122788,0.001041978,0.000129312,0.0001734885,0.0002048851,0.0009991252,0.0000520012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009930343,"about_ca_system_score_gemma":0.0006595824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006508587,"about_ca_topic_score_gemma":0.00006360545,"domain_scores_codex":[0.9941097,0.0009323204,0.001874655,0.0006322128,0.00192771,0.000523438],"domain_scores_gemma":[0.9911994,0.0009624874,0.001616106,0.0007293848,0.005287916,0.0002046693],"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":[0.0001829633,0.0002479843,9.75406e-8,0.006858065,0.001723872,0.00007840533,0.000008208101,0.0002215537,0.0001114991,0.00110956,0.01631389,0.9731439],"study_design_scores_gemma":[0.0001909619,0.0004358123,1.557559e-8,0.05138008,0.0002995897,0.00097103,8.749405e-7,0.00001718111,0.006546228,0.001232914,0.9386371,0.0002882385],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004721589,0.9968431,0.000506619,0.0001391382,0.0005809915,0.000924564,0.00002865878,0.00005386731,0.0009183351],"genre_scores_gemma":[0.0001218517,0.9942084,0.0005285616,0.0001784898,0.002243158,0.0009556849,0.000462646,0.0001651048,0.001136082],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9728557,"threshold_uncertainty_score":0.9998576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1035768567110437,"score_gpt":0.4645337285124128,"score_spread":0.3609568718013691,"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."}}