{"id":"W4393971171","doi":"10.7202/1108086ar","title":"CCPERB Perturbed","year":2023,"lang":"en","type":"article","venue":"Archivaria","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007697492,0.00005326002,0.0000487785,0.00004757856,0.0001932042,0.000117757,0.0001028641,0.000007200148,0.00304178],"category_scores_gemma":[0.00001746575,0.00004090707,0.00003359604,0.00004214504,0.00003705733,0.0001512891,0.0000630654,0.00004387435,0.001884945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000330406,"about_ca_system_score_gemma":0.000002598296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001759938,"about_ca_topic_score_gemma":0.00009679623,"domain_scores_codex":[0.9996052,0.00001881422,0.00007298165,0.00009316349,0.00008352022,0.000126344],"domain_scores_gemma":[0.9998009,0.0000447272,0.00001412897,0.0001052559,0.00001436651,0.00002064602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004970238,0.000004745923,0.00009160149,0.0000081897,0.000009708214,0.000003044249,0.01402145,0.000002267728,0.0001230782,0.8980595,0.08393573,0.003735679],"study_design_scores_gemma":[0.0001029296,0.00001479657,0.003801526,0.000005208389,0.000005477643,1.414483e-7,0.0009008832,0.00106664,0.000008151374,0.1084922,0.8855296,0.00007250867],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04127384,0.000008928472,0.0000126696,0.00223444,0.0004188923,0.0000945156,0.000007203163,0.0003235646,0.955626],"genre_scores_gemma":[0.8664944,0.000008561489,0.00004688143,0.0003434209,0.0004920392,0.00001280467,0.0001077818,0.000007446641,0.1324867],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8252206,"threshold_uncertainty_score":0.9988922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1432912621166992,"score_gpt":0.2466295947629763,"score_spread":0.1033383326462771,"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."}}