{"id":"W2964685354","doi":"10.29173/jchla29371","title":"“How Do I Do That?” A Literature Review of Research Data Management Skill Gaps of Canadian Health Sciences Information Professionals","year":2019,"lang":"en","type":"review","venue":"Journal of the Canadian Health Libraries Association / Journal de l Association de bilbiothèques de la santé du Canada","topic":"Research Data Management Practices","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"RDM; Context (archaeology); Perspective (graphical); Health professionals; Knowledge management; Information science; Data management; Medical education; Public relations; Library science; Health care; Sociology; Medicine; Computer science; Political science; Pedagogy; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.03360381,0.0009526664,0.002938335,0.02736809,0.003493001,0.006034469,0.003064951,0.0019485,0.003055463],"category_scores_gemma":[0.09386575,0.0009614341,0.001958797,0.04139924,0.0035806,0.005029895,0.002742478,0.002038207,0.0003943504],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03345082,"about_ca_system_score_gemma":0.1772093,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5894241,"about_ca_topic_score_gemma":0.7754852,"domain_scores_codex":[0.9813844,0.005183792,0.003085566,0.001178144,0.008215908,0.0009522144],"domain_scores_gemma":[0.8943179,0.06129348,0.008198199,0.001134009,0.03244223,0.002614198],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001447544,0.00004913865,0.005329618,0.2828465,0.0007992235,0.0002929434,0.008834723,0.0001778689,0.0002726886,0.004146187,0.03442718,0.6626793],"study_design_scores_gemma":[0.00006122612,0.00009857022,0.02592829,0.6248524,0.003183748,0.0006173938,0.01279064,0.0001396984,0.0002942421,0.001357452,0.3305649,0.0001114844],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008900747,0.9941844,0.000112185,0.003096671,0.0001519448,0.00005648044,0.0001436606,0.000005586745,0.001358924],"genre_scores_gemma":[0.01181126,0.9855661,0.0007455859,0.001388109,0.00006865303,0.00009039076,0.0001521247,0.000004898213,0.0001729173],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9969351,"threshold_uncertainty_score":0.8259876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08308807894064807,"score_gpt":0.4128409650949663,"score_spread":0.3297528861543182,"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."}}