{"id":"W2575976967","doi":"","title":"Competencies for World Class Commissioning","year":2010,"lang":"en","type":"article","venue":"","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Health Economics","funders":"","keywords":"World class; Project commissioning; Class (philosophy); Computer science; Political science; Engineering; Artificial intelligence; Publishing; Manufacturing engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003173161,0.0000714433,0.00008528672,0.00009249367,0.000135111,0.00002225003,0.0001209468,0.0000403528,0.0134654],"category_scores_gemma":[0.00004474721,0.0000590543,0.00004049808,0.0001127424,0.00002750072,0.00004427047,0.00002242617,0.000117471,0.0004200889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000754729,"about_ca_system_score_gemma":0.00002776235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001987859,"about_ca_topic_score_gemma":0.0006762018,"domain_scores_codex":[0.999418,0.00001721539,0.000151433,0.000145141,0.00009144697,0.0001768123],"domain_scores_gemma":[0.9994734,0.0002041176,0.00003641905,0.000171776,0.00006850748,0.00004580173],"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":[0.00007462085,0.0001108874,0.04758707,0.00001049441,0.00004987003,0.000001218745,0.002411238,0.000002784883,0.02270959,0.6179463,0.2582501,0.05084591],"study_design_scores_gemma":[0.0006600224,0.00003185342,0.1306075,0.00000592972,0.00001061103,0.000003437375,0.0004506491,0.0008045429,0.0008707895,0.006063024,0.8603309,0.0001607375],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.219727,0.00002537264,0.006762793,0.002839221,0.003843155,0.0003416095,0.000001882458,0.0001439979,0.766315],"genre_scores_gemma":[0.8679262,2.457558e-7,0.01743467,0.0003964621,0.0001679688,0.00007006111,0.00001874983,0.00001015456,0.1139755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6523395,"threshold_uncertainty_score":0.9874364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05253135310830984,"score_gpt":0.3585968561274335,"score_spread":0.3060655030191237,"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."}}