{"id":"W4387935423","doi":"10.11647/obp.0363.27","title":"27. Who cares about procurement?","year":2023,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","topic":"Innovative Educational Techniques","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Procurement; Perspective (graphical); Ask price; Key (lock); Sociology; Public relations; Knowledge management; Business; Management; Computer science; Engineering; Marketing; Political science; Computer security; Artificial intelligence; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00179041,0.0003454009,0.0004236436,0.0003305227,0.0006536705,0.003994737,0.002367161,0.0005114541,0.008931238],"category_scores_gemma":[0.0005203275,0.0003667882,0.0001219944,0.0002411369,0.000581841,0.003646612,0.0005490921,0.0005914905,0.0008471469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008131564,"about_ca_system_score_gemma":0.003202215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002449941,"about_ca_topic_score_gemma":0.002641483,"domain_scores_codex":[0.997185,0.00007678579,0.0004423155,0.0006639024,0.001140166,0.0004918628],"domain_scores_gemma":[0.9976205,0.0001110763,0.0004162774,0.0004950852,0.001189716,0.00016733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002867058,0.000005437295,0.00001769433,0.000009258535,0.00003522054,0.000002887803,0.001540517,2.848907e-8,7.817533e-7,0.4847498,0.5126214,0.00101408],"study_design_scores_gemma":[0.00007242809,0.00002571735,0.00002447944,0.0002608403,0.00001768284,2.180891e-7,0.001139362,9.499715e-8,0.00001643697,0.09489136,0.9031549,0.0003965384],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001123916,0.0002694508,0.000006299897,0.01125353,0.002150206,0.001940793,0.00004052864,0.0003549482,0.9839831],"genre_scores_gemma":[0.00003326856,0.0001779624,0.0003811755,0.002287724,0.00100042,0.0002537725,0.0002030282,0.0001242203,0.9955384],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3905334,"threshold_uncertainty_score":0.9999308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09547853148479717,"score_gpt":0.3838034112945501,"score_spread":0.288324879809753,"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."}}