{"id":"W4283765801","doi":"10.24867/jpe-2022-01-048","title":"THE APPLICATION OF NEW INDUSTRIAL MAINTENANCE CONCEPTS - AN EASY WAY TO SAVING MONEY","year":2022,"lang":"en","type":"article","venue":"Journal of Production Engineering","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cytodiagnostics (Canada)","funders":"","keywords":"Plan (archaeology); Investment (military); Production (economics); Business; Risk analysis (engineering); Computer science; Engineering management; Management science; Industrial organization; Economics; Engineering; Political science; Macroeconomics","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":[0.002607387,0.0008065919,0.0004609265,0.001822656,0.000702141,0.003075924,0.001546107,0.001889915,0.004284349],"category_scores_gemma":[0.004659038,0.0002540767,0.0005553534,0.0008894158,0.006329162,0.007167459,0.002259669,0.001848448,0.0007381992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001307356,"about_ca_system_score_gemma":0.0006519438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003271548,"about_ca_topic_score_gemma":0.0003438925,"domain_scores_codex":[0.9979583,0.0005921004,0.00009486923,0.0003597859,0.0009047984,0.000090131],"domain_scores_gemma":[0.9969735,0.001655987,0.000573316,0.0003774758,0.0003385947,0.00008105938],"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":[0.00005891874,0.0000765951,0.001012276,0.0007636218,0.00003936563,0.0001458242,0.0005282585,0.003420643,0.001946316,0.8648189,0.004717492,0.1224718],"study_design_scores_gemma":[0.00004460023,0.0004497566,0.003398788,0.0008301109,0.00006431842,0.0009768162,0.0006038517,0.009233469,0.002818937,0.7927957,0.1887077,0.00007595697],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07875162,0.1479638,0.4924961,0.06223262,0.004022435,0.0002446845,0.0002014075,0.0005327333,0.2135547],"genre_scores_gemma":[0.8257941,0.04447012,0.09830513,0.004005255,0.003865918,0.0002602018,0.00008822091,0.0001334042,0.02307767],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004284349,"threshold_uncertainty_score":0.01433259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01301132414747759,"score_gpt":0.2283101455195009,"score_spread":0.2152988213720234,"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."}}