{"id":"W2996105496","doi":"","title":"Consultants in Canadian Academic Libraries: Adding New Voices to the Story","year":2019,"lang":"en","type":"article","venue":"In the library with the lead pipe","topic":"Leadership and Management in Organizations","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Library science; Sociology; Political science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01149276,0.0007981813,0.0009602174,0.005373891,0.06250821,0.03466464,0.005388699,0.02076694,0.02686039],"category_scores_gemma":[0.04310017,0.0008977512,0.0006870574,0.0151415,0.02587936,0.01113855,0.009497364,0.0138208,0.002948033],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1945069,"about_ca_system_score_gemma":0.339362,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9813966,"about_ca_topic_score_gemma":0.9920554,"domain_scores_codex":[0.9684381,0.006432254,0.0006418417,0.001431263,0.01085406,0.01220244],"domain_scores_gemma":[0.9369873,0.01112812,0.0032321,0.0006878494,0.02304266,0.02492198],"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":[0.0001156328,0.00004659048,0.006315601,0.0004406799,0.00003168843,0.002096434,0.1064821,0.0001692494,0.0002648118,0.05583416,0.7915535,0.03664941],"study_design_scores_gemma":[0.00002450488,0.00001562421,0.008023635,0.0005631197,0.00002658846,0.0004690212,0.2481242,0.0001146474,0.0001282079,0.003159871,0.739219,0.000131555],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02327523,0.01411409,0.0002477944,0.8702229,0.003451572,0.00003003294,0.0002350814,0.00008237736,0.08834081],"genre_scores_gemma":[0.4945167,0.02355904,0.0006627516,0.3441722,0.003744645,0.00007375777,0.0002612759,0.0003289091,0.1326807],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1945069,"threshold_uncertainty_score":0.9342578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01690716430421134,"score_gpt":0.2048320078438155,"score_spread":0.1879248435396041,"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."}}