{"id":"W2885041641","doi":"","title":"The Library of Parliament's Research Service: Adding Value for Parliamentarians","year":2013,"lang":"en","type":"article","venue":"Canadian parliamentary review","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Parliament; Commonwealth; Service (business); Political science; Presentation (obstetrics); Library science; Public administration; Value (mathematics); Public relations; Business; Law; Medicine; Politics; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":true,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":true,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004052693,0.0001987295,0.0002890816,0.0001353988,0.0008677641,0.0004458273,0.0006413407,0.00001429275,0.002554936],"category_scores_gemma":[0.00002076601,0.0001410686,0.0001735475,0.000142119,0.000352063,0.0007739621,0.00009254271,0.0001593435,0.0004811386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001248844,"about_ca_system_score_gemma":0.000298684,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1072292,"about_ca_topic_score_gemma":0.08110709,"domain_scores_codex":[0.9980682,0.000121374,0.0005142801,0.0002978941,0.0003378855,0.0006603776],"domain_scores_gemma":[0.9985809,0.0004076702,0.0001179748,0.0003977804,0.0001347308,0.0003609461],"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":[0.000004614924,0.00003364773,0.00004372046,0.0009486445,0.0001138401,0.000002034099,0.0004258617,0.000001126522,0.000001113151,0.4111422,0.5324318,0.0548513],"study_design_scores_gemma":[0.000154175,0.0001039647,0.0003021166,0.001441506,0.00005092657,0.00000127654,0.0018016,0.00002526685,0.000007578703,0.02432454,0.9716184,0.0001686159],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003113465,0.02948076,0.000005591354,0.09599496,0.0009387743,0.006924096,0.001994494,0.00007721403,0.8614706],"genre_scores_gemma":[0.6995433,0.08160314,0.001409793,0.1421452,0.002796467,0.01020693,0.00402865,0.0003216913,0.05794479],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8035259,"threshold_uncertainty_score":0.9983569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0749973218564281,"score_gpt":0.2700905190251555,"score_spread":0.1950931971687274,"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."}}