{"id":"W7093333399","doi":"10.5281/zenodo.17410748","title":"PANIC!: An interactive AI playground for creating feedback loops of generative AI models","year":2025,"lang":"","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cybernet Systems Corporation (Canada)","funders":"","keywords":"Codebase; Architecture; Resource (disambiguation); Data migration; Provisioning; Legacy system","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":[0.003060718,0.001418768,0.0006072714,0.0008914422,0.0009208359,0.003660726,0.002746621,0.001422837,0.09349372],"category_scores_gemma":[0.008674099,0.001202338,0.001605467,0.0004368302,0.001719935,0.004781939,0.00654044,0.002503421,0.01395085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053126,"about_ca_system_score_gemma":0.001010924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002083941,"about_ca_topic_score_gemma":0.003085578,"domain_scores_codex":[0.9990649,0.0003926521,0.00004186376,0.0001655273,0.0002545005,0.00008049843],"domain_scores_gemma":[0.99679,0.002270491,0.00006278197,0.0004651638,0.000218331,0.000193246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001031694,0.0003616451,0.001500531,0.0009436744,0.000159534,0.0007841531,0.005167732,0.06547376,0.01871076,0.3406249,0.2097913,0.3554502],"study_design_scores_gemma":[0.0002981281,0.0001656803,0.0003564188,0.0002624902,0.00005744496,0.0002410079,0.0005877003,0.302143,0.009750746,0.1894696,0.4965558,0.0001120397],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.00264138,0.00007710113,0.918442,0.0005207601,0.000156851,0.0001472665,0.0005535266,0.05941502,0.01804607],"genre_scores_gemma":[0.1002732,0.0003121183,0.8200809,0.0006055128,0.0001177179,0.001027498,0.003130436,0.03414705,0.04030569],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.09349372,"threshold_uncertainty_score":0.3127677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03938806286812958,"score_gpt":0.2694842214182298,"score_spread":0.2300961585501002,"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."}}