{"id":"W4392406737","doi":"10.12797/cis.25.2023.02.05","title":"Damage Management","year":2023,"lang":"en","type":"article","venue":"Cracow Indological Studies","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Business","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":[],"consensus_categories":[],"category_scores_codex":[0.0001144135,0.0001127784,0.0001476105,0.00005223083,0.0001053259,0.00001346797,0.0001070625,0.0000427712,0.00002019582],"category_scores_gemma":[0.00003935857,0.00007939235,0.00003880751,0.0002222481,0.00006181213,0.00003848815,0.0001369038,0.0001126139,0.0002790472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000386013,"about_ca_system_score_gemma":6.270077e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.925126e-7,"about_ca_topic_score_gemma":6.278225e-7,"domain_scores_codex":[0.999364,0.00001058338,0.000114124,0.0001222773,0.00009235482,0.0002966501],"domain_scores_gemma":[0.999779,0.00005893174,0.000009130616,0.0001057143,0.00001955549,0.00002760715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00005823554,0.00005174177,0.04058293,0.001339055,0.002283007,0.002560703,0.004908326,0.08670882,0.009238409,0.02954794,0.5209166,0.3018042],"study_design_scores_gemma":[0.000867566,0.0001165641,0.7974612,0.0001501442,0.00007104351,0.000009850877,0.007806782,0.001964329,0.004780598,0.03252957,0.1534293,0.0008130471],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9653289,0.0007507768,0.0003652889,0.0001587699,0.001953043,0.0001416428,0.000002476909,0.001528019,0.02977103],"genre_scores_gemma":[0.9968649,0.001552457,0.0005354189,0.00006733187,0.0002649266,0.00005364158,0.000002386564,0.00001142317,0.0006474862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7568783,"threshold_uncertainty_score":0.3586681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05294633352557662,"score_gpt":0.300328704590004,"score_spread":0.2473823710644274,"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."}}