{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001629875,0.0008433055,0.0005780108,0.004929509,0.002361547,0.002939612,0.002039088,0.0009123286,0.04620402],"category_scores_gemma":[0.002309454,0.0002663351,0.0005555842,0.0020187,0.0003957302,0.001626191,0.00223226,0.0008097023,0.01679789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001481351,"about_ca_system_score_gemma":0.003385149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007621563,"about_ca_topic_score_gemma":0.01222053,"domain_scores_codex":[0.9984956,0.00009247192,0.0001305601,0.0002744754,0.0007635106,0.0002433951],"domain_scores_gemma":[0.9973828,0.0001076822,0.0003367878,0.0003498651,0.001546241,0.0002765362],"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":[0.0001617426,0.000318533,0.01930527,0.0006450639,0.00006051994,0.0003041046,0.000757541,0.008631674,0.006488781,0.01098399,0.1417345,0.8106083],"study_design_scores_gemma":[0.00003357886,0.0005004687,0.06360582,0.0007594908,0.00008591499,0.0009000072,0.002612704,0.01454902,0.008927176,0.007802968,0.9001086,0.0001142253],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09326336,0.007009826,0.1728835,0.005600363,0.002192544,0.005000303,0.01210722,0.01237594,0.689567],"genre_scores_gemma":[0.4725046,0.006128239,0.06447099,0.0006843599,0.0003882378,0.001088868,0.01303203,0.0007658144,0.4409368],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04620402,"threshold_uncertainty_score":0.1545678,"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."}}