{"id":"W2954895772","doi":"10.1515/pac-2019-0207","title":"A green road map for heterogeneous photocatalysis","year":2019,"lang":"en","type":"article","venue":"Pure and Applied Chemistry","topic":"Radical Photochemical Reactions","field":"Chemistry","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Photocatalysis; Chemistry; Road map; Catalysis; Redox; Nanotechnology; Biochemical engineering; Heterogeneous catalysis; Potable water; Solar energy; Process engineering; Environmental engineering; Environmental science; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003620825,0.0002185055,0.0002696144,0.000009840624,0.00006662819,0.00003681249,0.0002126236,0.0002543711,0.001700081],"category_scores_gemma":[0.00001529722,0.000213655,0.0001350022,0.00005905178,0.00006785168,0.00002579102,0.00007013207,0.0002215597,0.00008353486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000459302,"about_ca_system_score_gemma":0.00002566883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001744564,"about_ca_topic_score_gemma":9.632466e-7,"domain_scores_codex":[0.9988076,9.198428e-7,0.0002166294,0.0004850564,0.0001678474,0.00032191],"domain_scores_gemma":[0.9991853,0.00007481823,0.00008047126,0.0004298264,0.00002348802,0.0002060695],"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":[0.00005924073,0.00005719558,0.00004082548,0.0005399241,0.00007698208,0.000001282837,0.00002424163,0.00000599789,0.9944518,0.00002196499,0.0006429898,0.004077602],"study_design_scores_gemma":[0.000616599,0.000004003702,0.000002405183,0.00001900984,0.00006134863,0.00001586793,0.00005408779,0.0002625707,0.9532213,0.001063328,0.04442484,0.0002546203],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9280947,0.0001743744,0.00003354347,0.0001533098,0.00001984506,0.0002526285,0.00008883392,0.0001228332,0.07105995],"genre_scores_gemma":[0.9898341,0.000009699136,0.0001641287,0.000129943,0.0002281346,0.0004174559,0.0002234764,0.00003880706,0.008954256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0621057,"threshold_uncertainty_score":0.9992125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006378236305287733,"score_gpt":0.2156318454824403,"score_spread":0.2092536091771525,"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."}}