{"id":"W4245656272","doi":"10.1007/978-3-662-53120-4_300114","title":"Condition Monitoring","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Software Reliability and Analysis Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Environmental science; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001900037,0.0001417553,0.0002141687,0.0001629087,0.00005119604,0.0001541848,0.0007196756,0.0001861533,0.0006039287],"category_scores_gemma":[0.00002231521,0.0001243047,0.0001694008,0.00004086164,0.00003102083,0.0002046615,0.0002794062,0.000288636,0.00381512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007355206,"about_ca_system_score_gemma":0.0001167575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009501969,"about_ca_topic_score_gemma":8.223467e-7,"domain_scores_codex":[0.998753,0.00001096802,0.0001711446,0.0004130086,0.0004868362,0.0001650814],"domain_scores_gemma":[0.9988175,0.0001671244,0.00005713986,0.0007600517,0.0001304239,0.00006773168],"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":[7.850644e-7,0.00000745699,0.0001704722,0.00004144023,0.00005937002,0.00001140971,0.00001988985,0.0000209788,0.00002126298,0.9458434,0.001729965,0.05207357],"study_design_scores_gemma":[0.0002681754,0.0001317976,0.0004091692,0.0003124445,0.00003569821,0.00001289206,0.000005751553,0.006225838,0.0009770335,0.2567323,0.7340149,0.0008739727],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000122069,0.0002144473,0.1271306,0.0002314014,0.0003273074,0.0001121478,0.000002148968,0.0002107785,0.8717589],"genre_scores_gemma":[0.003853077,0.000188595,0.003988186,0.00003960968,0.0001718812,0.000002431461,0.000008260294,0.00001249838,0.9917355],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.732285,"threshold_uncertainty_score":0.9969605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03082694086436238,"score_gpt":0.291339773711392,"score_spread":0.2605128328470296,"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."}}