{"id":"W7010329667","doi":"","title":"Impiego di gas infiammabili nei sistemi di erogazione di bevande alla spina: verifiche di sicurezza ai sensi delle norme IEC/EN 60335 tramite modellazione CFD","year":2023,"lang":"it","type":"article","venue":"AMS Degree Thesis (University of Bologna)","topic":"Fish Biology and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pillar; Economic analysis; NP-complete","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00103015,0.0007589491,0.001459621,0.0001600484,0.001906985,0.00004866544,0.001196646,0.001360941,0.0004481521],"category_scores_gemma":[0.0002225536,0.0005030893,0.0007868221,0.00124743,0.00223009,0.0004371004,0.001229785,0.0007971658,0.0009490867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001772292,"about_ca_system_score_gemma":0.00006591633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001222818,"about_ca_topic_score_gemma":0.01124172,"domain_scores_codex":[0.9955136,0.0007310156,0.0005702013,0.00133538,0.0004139635,0.001435878],"domain_scores_gemma":[0.996857,0.0014765,0.000555525,0.0004602896,0.00031585,0.0003347742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005335581,0.00298288,0.6356632,0.0006418719,0.006301,0.00152333,0.01640118,0.004804953,0.100484,0.003373677,0.06408798,0.1584004],"study_design_scores_gemma":[0.001458505,0.002148361,0.95366,0.0001618556,0.0008214108,0.00004601251,0.02015505,0.004913681,0.000611963,0.0008730708,0.01393446,0.001215664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696488,0.0008219138,0.00006017495,0.02415101,0.0005979789,0.0006097709,0.0003003626,0.000297725,0.003512245],"genre_scores_gemma":[0.9844885,0.007133481,0.00007504979,0.0003377502,0.0002663717,0.000004267309,0.0002367426,0.00001308235,0.007444716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3179968,"threshold_uncertainty_score":0.9999355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03234362065094849,"score_gpt":0.210165182289077,"score_spread":0.1778215616381285,"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."}}