{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"9ad6491f4a14","filters":{"venue":"Ingegneria dell'Ambiente"}},"results":[{"id":"W3154891219","doi":"10.32024/ida.v6i2.215","title":"IL LIFE CYCLE THINKING COME STRUMENTO DI SUPPORTO VERSO LA BIOECONOMIA CIRCOLARE: UN CASO STUDIO NELL'INDUSTRIA COSMETICA","year":2019,"lang":"it","type":"article","venue":"Ingegneria dell'Ambiente","topic":"Diverse academic and cultural studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Canadian Military Institute","funders":"","keywords":"Studio; Art; Humanities; Visual arts","authors":[{"name":"Francesca Rosa","is_ca":false},{"name":"Serena Errante","is_ca":true},{"name":"Federica Carlomagno","is_ca":true},{"name":"Giacomo Magatti","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02586042551764814,"gpt":0.2190118239583158,"spread":0.1931513984406676,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00192257,0.0003941228,0.0002307345,0.001587422,0.001210636,0.007628044,0.0007997649,0.001543931,0.007738104],"category_scores_gemma":[0.003747938,0.0001820482,0.0003417491,0.002386579,0.002457162,0.004857208,0.001227414,0.001735393,0.0006834298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003929653,"about_ca_system_score_gemma":0.003483889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008017085,"about_ca_topic_score_gemma":0.01153745,"domain_scores_codex":[0.9992139,0.000308355,0.00001941266,0.0001646305,0.0002074807,0.00008615699],"domain_scores_gemma":[0.9975839,0.00120743,0.0002356566,0.0002430718,0.0004364719,0.0002934808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000467109,0.0000702582,0.004216967,0.0001314309,0.00001667261,0.0002028356,0.003393187,0.001942158,0.0007585071,0.9145012,0.01139916,0.06332092],"study_design_scores_gemma":[0.0000152542,0.00005212071,0.008911107,0.000362059,0.00002782264,0.0001806428,0.005147531,0.005030862,0.0008893668,0.5000016,0.4793395,0.00004214866],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1928178,0.02319016,0.07259868,0.1388473,0.001611478,0.00009002406,0.0007228441,0.0001682795,0.5699535],"genre_scores_gemma":[0.9027039,0.01594314,0.01264634,0.004192973,0.001000286,0.00007840066,0.0002470505,0.0001796421,0.06300829],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008017085,"threshold_uncertainty_score":0.02851182,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Humanities; Physics; Art","authors":[{"name":"Paola Goria","is_ca":false},{"name":"Marcello Carboni","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03887884881722659,"gpt":0.2764431957213434,"spread":0.2375643469041168,"validation_status":"score_only:v0-immature-baseline"},"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"},"labels":[],"label_agreement":null}]}