{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001115538,0.0007210301,0.0009898705,0.001494351,0.00344354,0.00398573,0.002017444,0.0003839896,0.02306755],"category_scores_gemma":[0.001128179,0.0007695167,0.0003360314,0.001816251,0.000310231,0.002781666,0.002011545,0.0007534729,0.001476879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002314709,"about_ca_system_score_gemma":0.00004022433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000502458,"about_ca_topic_score_gemma":0.000009714692,"domain_scores_codex":[0.9957797,0.000228998,0.001062874,0.001462682,0.0006946423,0.0007711184],"domain_scores_gemma":[0.9914085,0.00007629163,0.001222887,0.0008871385,0.006315011,0.00009017164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002147368,0.003028723,0.00001527254,0.01022671,0.003851878,0.00002347629,0.004500265,0.06468201,0.002895905,0.08949903,0.4247404,0.394389],"study_design_scores_gemma":[0.001533845,0.0001560023,0.00001405654,0.001271461,0.0007267975,0.000005604311,0.001837302,0.4239549,0.000153727,0.005165197,0.5643412,0.0008398836],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0009657532,0.0005922142,0.5663083,0.001718763,0.0004000907,0.00176736,0.0009017463,0.0007855578,0.4265603],"genre_scores_gemma":[0.8384542,0.0007603611,0.002953716,0.003415284,0.004095798,0.000001983272,0.01810997,0.01296149,0.1192471],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8374885,"threshold_uncertainty_score":0.9994756,"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."}}