{"id":"W2606440416","doi":"10.14248/jkosse.2016.12.2.047","title":"Review of Studies on V-METRIC Related Models","year":2016,"lang":"en","type":"article","venue":"Journal of the Korea Society of Systems Engineering","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metric (unit); Operations research; Computer science; Inventory theory; Operations management; Reliability engineering; Inventory control; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001432541,0.001447714,0.00135834,0.00232099,0.0004994796,0.002424763,0.002647879,0.001251918,0.00709076],"category_scores_gemma":[0.005099988,0.0006577088,0.001481061,0.005002175,0.0005631029,0.002836001,0.0008927517,0.00138842,0.002083004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001401271,"about_ca_system_score_gemma":0.001725262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007632344,"about_ca_topic_score_gemma":0.004438228,"domain_scores_codex":[0.99928,0.0002417843,0.00006476791,0.0001232786,0.0002362046,0.0000538922],"domain_scores_gemma":[0.9972618,0.001880645,0.000193129,0.000126303,0.0004934207,0.00004471046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008670173,0.000175339,0.002223197,0.005621558,0.0002960202,0.0003009986,0.0001618921,0.1851438,0.000618446,0.2816941,0.05601052,0.4676673],"study_design_scores_gemma":[0.00002494974,0.0001672134,0.001781951,0.003722327,0.0003140663,0.0006632406,0.0003360354,0.347085,0.0006698202,0.1928391,0.4522613,0.0001350622],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00668915,0.6741306,0.2483551,0.003650188,0.00169983,0.00009546283,0.001029252,0.0004512642,0.06389919],"genre_scores_gemma":[0.1266381,0.7872696,0.06873561,0.001049092,0.002227971,0.0001943218,0.001741183,0.0002564921,0.01188754],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007632344,"threshold_uncertainty_score":0.02372092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01671215736666305,"score_gpt":0.2180406628681353,"score_spread":0.2013285055014723,"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."}}