{"id":"W2620750768","doi":"10.1108/pmm-05-2017-0022","title":"How Canadian librarians practice and assess individualized research consultations in academic libraries","year":2017,"lang":"en","type":"article","venue":"Performance Measurement and Metrics","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Demographics; Medical education; Service (business); Computer-assisted web interviewing; Order (exchange); Psychology; Medicine; Computer science; Sociology; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02803069,0.0005023633,0.0008284493,0.007515965,0.01468465,0.01192599,0.003244424,0.001918023,0.00724816],"category_scores_gemma":[0.07998302,0.0006476414,0.0005432438,0.01366638,0.004492243,0.003713179,0.006023881,0.001599509,0.001964322],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09766192,"about_ca_system_score_gemma":0.1550742,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9258012,"about_ca_topic_score_gemma":0.9529737,"domain_scores_codex":[0.9532974,0.01944216,0.002643665,0.002403576,0.01554159,0.006671663],"domain_scores_gemma":[0.9238757,0.01703079,0.007622312,0.00182681,0.0375344,0.01210999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0004063926,0.0003902136,0.2330011,0.001727393,0.0001059185,0.001067491,0.4030942,0.0004321277,0.001598363,0.003219122,0.04872316,0.3062346],"study_design_scores_gemma":[0.00005728729,0.0002874933,0.3039948,0.001336235,0.0001233831,0.0006828602,0.5480883,0.0009176032,0.001526117,0.0009579516,0.1416382,0.000389854],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8696334,0.008352437,0.002148888,0.02149574,0.0002301857,0.0008265002,0.001273284,0.0005933181,0.09544621],"genre_scores_gemma":[0.9792008,0.00310902,0.00442638,0.003654456,0.00004952636,0.0001739125,0.0004144981,0.0000786158,0.008892723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9023381,"threshold_uncertainty_score":0.7085901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6561178785739781,"score_gpt":0.5509471446353372,"score_spread":0.1051707339386408,"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."}}