{"id":"W4381550082","doi":"10.1007/978-3-031-25689-9_6","title":"Conclusion: Lessons from Military Procurement for Procurement Studies","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Defense, Military, and Policy Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Toronto Metropolitan University","funders":"","keywords":"Procurement; Public administration; Business; Order (exchange); Political science; Public relations; Engineering; Marketing; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005821268,0.0006937516,0.001568095,0.0003268182,0.0004195192,0.00002275895,0.0003796167,0.0003348787,0.0005432307],"category_scores_gemma":[0.0002185118,0.0006930498,0.0005554491,0.0000562174,0.0002183318,0.00008974094,0.0004792357,0.0002650282,0.002042585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003537846,"about_ca_system_score_gemma":0.00006155956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006821616,"about_ca_topic_score_gemma":0.002715998,"domain_scores_codex":[0.9967369,0.000006756078,0.001347151,0.001211705,0.0001337558,0.0005636929],"domain_scores_gemma":[0.9982746,0.0003200159,0.0003896503,0.0006743857,0.0002180948,0.0001232767],"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":[0.0000403316,0.00003754441,0.00009874688,0.0003723026,0.001861844,0.000005819964,0.002065476,0.000006111358,5.935883e-7,0.6464824,0.3481564,0.000872394],"study_design_scores_gemma":[0.0004930389,0.0001538834,0.0001095255,0.0001555264,0.00007749364,3.75358e-7,0.0003505289,0.00002652669,0.000005199531,0.3962339,0.6018534,0.0005405821],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008382687,0.1850665,0.0002401195,0.01660327,0.003568369,0.003211148,0.009037254,0.0003664162,0.7818231],"genre_scores_gemma":[0.001663134,0.03236769,0.001171965,0.001827213,0.001471642,0.0007146372,0.0004633399,0.0001967313,0.9601237],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2536969,"threshold_uncertainty_score":0.9995521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2810605244002961,"score_gpt":0.3344251988115092,"score_spread":0.05336467441121306,"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."}}