{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.04425602,0.0005368814,0.001331489,0.009025302,0.0101088,0.01906442,0.003340398,0.006153278,0.0206778],"category_scores_gemma":[0.1072758,0.0005822345,0.0008267266,0.01585669,0.005236665,0.009290721,0.005999474,0.005058664,0.004568385],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05752897,"about_ca_system_score_gemma":0.2979462,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7612838,"about_ca_topic_score_gemma":0.8650391,"domain_scores_codex":[0.9696945,0.009837538,0.001958848,0.0007136398,0.01418363,0.00361188],"domain_scores_gemma":[0.8173291,0.03949966,0.007017875,0.006011578,0.09141736,0.03872442],"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":[0.00007042048,0.00002243102,0.0005896235,0.00265058,0.00003939471,0.0002286457,0.002113006,0.00003616393,0.0002245719,0.01992875,0.8150664,0.1590301],"study_design_scores_gemma":[0.00001629383,0.00001365888,0.001626782,0.001524802,0.00002710687,0.00006976824,0.001924245,0.00001755894,0.00005176499,0.0007207837,0.9939871,0.00002016585],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002523365,0.2187193,0.000632377,0.6870633,0.01667868,0.0002462738,0.0008898163,0.0003337244,0.07291301],"genre_scores_gemma":[0.09611007,0.511089,0.01529735,0.2161227,0.0188472,0.0005303877,0.002350169,0.0003796356,0.1392735],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9809356,"threshold_uncertainty_score":0.480244,"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."}}