{"id":"W2735634479","doi":"10.1111/hir.12190","title":"New Directions in Health Sciences Libraries in Canada: Research and Evidence based Practice Are Key","year":2017,"lang":"en","type":"article","venue":"Health Information & Libraries Journal","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital; University of Calgary","funders":"","keywords":"Key (lock); Library science; MEDLINE; Data science; Computer science; Medicine; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication","research_integrity"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.01766652,0.0001502055,0.0003615609,0.00113525,0.01237926,0.001270191,0.0007704303,0.0001031016,0.0002553979],"category_scores_gemma":[0.01861785,0.0001299759,0.00001733687,0.001289339,0.0004534165,0.02630341,0.0002397306,0.002467655,0.00003973138],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002388848,"about_ca_system_score_gemma":0.196324,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8758742,"about_ca_topic_score_gemma":0.7450562,"domain_scores_codex":[0.9923661,0.002363843,0.001810717,0.0002449234,0.00149142,0.001723018],"domain_scores_gemma":[0.9914578,0.004203845,0.001928158,0.0003917954,0.0004992382,0.00151912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003185844,0.00005069173,0.5663844,0.001677303,0.000003603006,0.000007798209,0.02645555,0.0002051704,2.142725e-7,0.01587743,0.3406327,0.04838651],"study_design_scores_gemma":[0.0006371375,0.0002994245,0.6506348,0.003284398,4.064754e-7,0.00001874266,0.04794562,0.002299772,0.000001484057,0.002349359,0.2924144,0.0001143912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03532317,0.00993994,0.00086827,0.9438564,0.00249543,0.00172377,0.00001995412,0.00003873119,0.005734308],"genre_scores_gemma":[0.8540535,0.03250343,0.03715456,0.07335563,0.001513665,0.0002726444,0.00002085696,0.00003161891,0.001094107],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8705008,"threshold_uncertainty_score":0.9998337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3806164892227958,"score_gpt":0.5368076175595312,"score_spread":0.1561911283367354,"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."}}