{"id":"W4247348616","doi":"10.1007/978-1-4419-5906-5_70","title":"Certificate Management","year":2011,"lang":"en","type":"book-chapter","venue":"","topic":"Corporate Governance and Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Certificate; Computer science; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008299501,0.0004408384,0.0003634118,0.001844887,0.001921038,0.00566136,0.001270908,0.001350612,0.2387362],"category_scores_gemma":[0.002604143,0.0002710163,0.0003663861,0.001699644,0.001085831,0.003698432,0.0025228,0.001632077,0.1407483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002195648,"about_ca_system_score_gemma":0.002938715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005028397,"about_ca_topic_score_gemma":0.007883704,"domain_scores_codex":[0.998906,0.0001165655,0.00004136058,0.0002059253,0.0005777166,0.0001524094],"domain_scores_gemma":[0.9991592,0.00009630038,0.00004013344,0.0002248674,0.0003370609,0.0001423597],"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":[0.00002251488,0.00005253291,0.000294483,0.00008581615,0.000002024944,0.00008176234,0.0004232124,0.0002693726,0.0005380703,0.2506064,0.4560954,0.2915284],"study_design_scores_gemma":[0.000002089411,0.000006986478,0.0001758837,0.00003020881,0.000001102881,0.00007951587,0.00008750968,0.0001225399,0.0002911364,0.006320284,0.9928791,0.000003675245],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007598642,0.0005765961,0.004479703,0.00118865,0.000603295,0.00006331834,0.0001845775,0.0006052088,0.9915387],"genre_scores_gemma":[0.007514919,0.0005031345,0.001130932,0.0003149662,0.0001392957,0.00001854983,0.0002636816,0.0001137751,0.9900008],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2387362,"threshold_uncertainty_score":0.7986523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1086120826083756,"score_gpt":0.2004777600543299,"score_spread":0.0918656774459543,"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."}}