{"id":"W4393363781","doi":"10.5815/ijeme.2024.02.02","title":"Survival Analysis Computers at a University’s Computer Laboratory and Implication on Maintainability","year":2024,"lang":"en","type":"article","venue":"International Journal of Education and Management Engineering","topic":"Green IT and Sustainability","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Actua","funders":"","keywords":"Maintainability; Computer science; Duration (music); Reliability engineering; Failure rate; Engineering; Software engineering","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":[0.00254454,0.0002512888,0.0002575964,0.003049894,0.0004301227,0.0006401028,0.0003709044,0.000283951,0.003786209],"category_scores_gemma":[0.01423028,0.00006780541,0.0005029833,0.001915541,0.0004499637,0.0005677073,0.0006696044,0.0005108758,0.0005004454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005892899,"about_ca_system_score_gemma":0.0005344987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004628182,"about_ca_topic_score_gemma":0.003089476,"domain_scores_codex":[0.9989153,0.0003753518,0.00007303495,0.0001585916,0.0002869916,0.0001908095],"domain_scores_gemma":[0.9852018,0.007931095,0.002700767,0.001210789,0.002132821,0.0008227253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002393023,0.00005257451,0.9668034,0.00003505017,0.00006093448,0.0001447268,0.000568367,0.002146445,0.000692382,0.0008480177,0.0006776699,0.02773098],"study_design_scores_gemma":[0.000002856874,0.00035308,0.990808,0.00002066217,0.0000456997,0.0003673223,0.0007336066,0.005299782,0.0005661743,0.0005137394,0.001275377,0.00001368933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922616,0.0004289642,0.003025991,0.0001644165,0.00001334913,0.00002709356,0.001221263,0.00004193617,0.002815494],"genre_scores_gemma":[0.9983327,0.0001267913,0.000388311,0.00001112987,0.000007577813,0.00001463911,0.0005035282,0.000003395219,0.0006119973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004628182,"threshold_uncertainty_score":0.01345694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00262391689421631,"score_gpt":0.2103503447828038,"score_spread":0.2077264278885875,"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."}}