{"id":"W4402419277","doi":"10.70322/prp.2024.10007","title":"Application of Polydopamine-Based Photocatalysts in Energy and Environmental Systems","year":2024,"lang":"en","type":"article","venue":"Photocatalysis: research and potential","topic":"Nanomaterials for catalytic reactions","field":"Chemistry","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund; China Scholarship Council","keywords":"Environmental science; Energy (signal processing); Materials science; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001484211,0.0003511641,0.0002462399,0.0003769241,0.0002063733,0.0005012527,0.0002452925,0.000454968,0.0006365539],"category_scores_gemma":[0.0001070491,0.0001708459,0.0002801589,0.0003308951,0.0001541292,0.0004307281,0.0003169726,0.000426242,0.0003401479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003398962,"about_ca_system_score_gemma":0.0001544879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003330428,"about_ca_topic_score_gemma":0.0006497744,"domain_scores_codex":[0.9999144,0.00001030787,0.000009081555,0.00002857214,0.0000244904,0.00001321579],"domain_scores_gemma":[0.9999638,0.000008534348,0.000006594191,0.000003717902,0.00001209996,0.000005272753],"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":[0.00003847899,0.00004472201,0.000221628,0.001151276,0.00002965975,0.0002316547,0.00003902673,0.0003796095,0.9526796,0.00242598,0.000476897,0.04228151],"study_design_scores_gemma":[0.00000774276,0.0002161011,0.0007427892,0.00008278375,0.0000463787,0.0005346167,0.00003518836,0.002012286,0.9304612,0.0006385369,0.06520893,0.00001338004],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3026644,0.5821481,0.06877768,0.0009896463,0.0009207854,0.0001524429,0.0003766188,0.0003786049,0.0435918],"genre_scores_gemma":[0.775142,0.183712,0.0303219,0.0002763056,0.0001470219,0.00007400399,0.0002358254,0.00003918014,0.01005173],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0006365539,"threshold_uncertainty_score":0.002466142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318634646783911,"score_gpt":0.2712119297502773,"score_spread":0.2580255832824382,"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."}}