{"id":"W2181067903","doi":"10.14672/ida.v2i3.288","title":"UN INNOVATIVO AGENTE ISCO A BASE DI PERSOLFATO CATALIZZATO: STUDI DI LABORATORIO E IN CAMPO PER LA COMPARAZIONE CON SISTEMI TRADIZIONALI DI ATTIVAZIONE","year":2015,"lang":"it","type":"article","venue":"Ingegneria dell'Ambiente","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Physics; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001238031,0.0006503834,0.0006403771,0.000853957,0.0003559238,0.001579543,0.0005690538,0.000989403,0.002635526],"category_scores_gemma":[0.001163399,0.0003175778,0.0005700953,0.0007225199,0.0005444906,0.0007803024,0.0006153976,0.0008048518,0.0007445577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006262034,"about_ca_system_score_gemma":0.0007173079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009256623,"about_ca_topic_score_gemma":0.001739764,"domain_scores_codex":[0.9981382,0.0004646811,0.0001042419,0.0003254405,0.0008288443,0.0001385543],"domain_scores_gemma":[0.9989721,0.0002937766,0.0002156296,0.000086281,0.0003623414,0.00006983604],"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":[0.0009807493,0.0006887215,0.00285324,0.002875608,0.0001215116,0.000259441,0.0003459333,0.000465618,0.8966225,0.001562805,0.0007722607,0.09245162],"study_design_scores_gemma":[0.00005162782,0.00670226,0.005907832,0.0003137216,0.0002221785,0.0007330495,0.0003262332,0.0007669599,0.9078733,0.0002859842,0.07677768,0.00003910199],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8020211,0.1376435,0.02518192,0.001517025,0.0008834873,0.0009732319,0.0005143368,0.0002473369,0.03101807],"genre_scores_gemma":[0.8766047,0.06274396,0.02752017,0.001192307,0.0003899458,0.0004391215,0.000746787,0.0001075381,0.03025537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002635526,"threshold_uncertainty_score":0.008816779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03887884881722659,"score_gpt":0.2764431957213434,"score_spread":0.2375643469041168,"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."}}