{"id":"W3215041745","doi":"10.5195/jmla.2021.1256","title":"Health sciences librarians’ engagement in open science: a scoping review","year":2021,"lang":"en","type":"review","venue":"Journal of the Medical Library Association JMLA","topic":"Research Data Management Practices","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Vancouver General Hospital; University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"CINAHL; Open science; Openness to experience; Web of science; Library science; MEDLINE; Inclusion (mineral); Scholarly communication; Medical education; Psychology; World Wide Web; Computer science; Public relations; Political science; Sociology; Medicine; Publishing; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.1043882,0.001768219,0.005189049,0.04513466,0.004209761,0.01269369,0.002958966,0.006918614,0.004303513],"category_scores_gemma":[0.2556377,0.002672438,0.005173016,0.04510863,0.004152306,0.01472537,0.008038008,0.003683519,0.001285463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009212446,"about_ca_system_score_gemma":0.05340262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006889592,"about_ca_topic_score_gemma":0.01829466,"domain_scores_codex":[0.9178929,0.03824914,0.02610016,0.002814781,0.01324996,0.001693004],"domain_scores_gemma":[0.6541085,0.267906,0.02817856,0.005984054,0.04107215,0.002750827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001739603,0.0001251383,0.003060088,0.6904899,0.001803944,0.0002799818,0.008875391,0.0002335205,0.0003895938,0.003426796,0.009313824,0.2818278],"study_design_scores_gemma":[0.00002510368,0.00008107842,0.001876076,0.9446028,0.002373396,0.0001920735,0.003660602,0.00008694754,0.0001767782,0.0008271789,0.04606538,0.00003249429],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002207755,0.9875355,0.001250092,0.004060925,0.0005713332,0.001645453,0.0002484909,0.00002306041,0.002457388],"genre_scores_gemma":[0.01340609,0.9762796,0.003429074,0.002114471,0.0003109105,0.003790149,0.000290002,0.00001828499,0.0003613026],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.997041,"threshold_uncertainty_score":0.5520642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2277932265980164,"score_gpt":0.5013322936490574,"score_spread":0.273539067051041,"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."}}