{"id":"W6901805403","doi":"10.60692/62hmg-kfh15","title":"Solar‐Triggered Engineered 2D‐Materials for Environmental Remediation: Status and Future Insights","year":2023,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Photocatalysis; Renewable energy; Surface engineering; Interface (matter); Emerging technologies; Renewable resource","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":[0.0003400523,0.0003498634,0.0003577322,0.0004380278,0.0001273775,0.001003079,0.0002899056,0.0006970619,0.002263006],"category_scores_gemma":[0.0001702023,0.0001809511,0.0002682464,0.0004748308,0.0002633937,0.0009183231,0.000492479,0.0005651179,0.0006389502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003785571,"about_ca_system_score_gemma":0.0003423005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003085795,"about_ca_topic_score_gemma":0.0006183305,"domain_scores_codex":[0.9999319,0.00001165676,0.000004672601,0.00001388267,0.00002250521,0.00001534917],"domain_scores_gemma":[0.9999255,0.00003404788,0.00001135584,0.000005127242,0.00001822711,0.000005770054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001752813,0.0004051616,0.0008829163,0.01667078,0.00009080127,0.0005249712,0.0002373637,0.006325578,0.2964034,0.05881774,0.01915834,0.6003076],"study_design_scores_gemma":[0.00003283998,0.0009585103,0.001922549,0.001424316,0.00010379,0.0009279912,0.0002657294,0.008482971,0.1406241,0.01759308,0.8275917,0.0000724718],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02957879,0.9481292,0.005573008,0.001515266,0.0004167111,0.00002931136,0.0002154759,0.00009820067,0.0144441],"genre_scores_gemma":[0.1635503,0.8180875,0.009222671,0.001116939,0.000340331,0.00006590941,0.0003285868,0.0000287502,0.007259124],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002263006,"threshold_uncertainty_score":0.007570505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01480362341803891,"score_gpt":0.2070285735051205,"score_spread":0.1922249500870815,"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."}}