{"id":"W2096613632","doi":"10.5539/emr.v4n2p80","title":"Modeling Equipment Procurement Strategic Decisions Competing for Limited Available Budget under Redundant Accessory Cost","year":2015,"lang":"en","type":"article","venue":"Engineering Management Research","topic":"Management and Optimization Techniques","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Spare part; Procurement; Operations research; Operations management; Control (management); Computer science; Order (exchange); Business; Engineering; Finance; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001737271,0.00122,0.001141914,0.001113162,0.0005899553,0.002766937,0.001616007,0.00244083,0.0109604],"category_scores_gemma":[0.003983108,0.0009680936,0.001343373,0.001047218,0.0009427633,0.001660393,0.001154801,0.001905347,0.0007493061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004302849,"about_ca_system_score_gemma":0.003340987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03445598,"about_ca_topic_score_gemma":0.02601112,"domain_scores_codex":[0.9991812,0.0002794664,0.00003092568,0.0001287064,0.00008252513,0.0002971119],"domain_scores_gemma":[0.9966652,0.002261308,0.0005305701,0.0000608983,0.0003039261,0.0001780352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003622673,0.00004721691,0.0007741483,0.00003077777,0.00001212207,0.00007534181,0.00003278745,0.9869178,0.0001557199,0.01030674,0.0002684811,0.001342648],"study_design_scores_gemma":[0.00001642934,0.00003736273,0.0004120675,0.00001336921,0.00001343155,0.00001160633,0.00006110572,0.9959709,0.00007060799,0.002893962,0.0004901015,0.000009072546],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.606486,0.001429991,0.2843142,0.002475688,0.0001680519,0.0004828263,0.002275028,0.0002856225,0.1020826],"genre_scores_gemma":[0.9576923,0.0007023993,0.01495229,0.0001207098,0.00003420734,0.0003181057,0.0003432839,0.00004852529,0.02578813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03445598,"threshold_uncertainty_score":0.06851083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2636731063670778,"score_gpt":0.3525865262432936,"score_spread":0.08891341987621582,"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."}}