{"id":"W4404789074","doi":"10.32920/27921921.v1","title":"Research Support in Health Sciences Libraries: A Scoping Review","year":2024,"lang":"en","type":"review","venue":"","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data science; Library science; Computer science; Knowledge management","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07500122,0.002256823,0.007231774,0.05518755,0.003760745,0.01466421,0.003973,0.007635721,0.00822416],"category_scores_gemma":[0.233922,0.003061211,0.005724927,0.07368714,0.003871577,0.0167253,0.007867177,0.004019255,0.002177067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01944014,"about_ca_system_score_gemma":0.0741315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01419752,"about_ca_topic_score_gemma":0.0273863,"domain_scores_codex":[0.9285703,0.03189825,0.02438166,0.002315636,0.0109414,0.00189278],"domain_scores_gemma":[0.7412395,0.1848012,0.0287082,0.004271806,0.03755273,0.003426492],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001385366,0.00009219996,0.0009694238,0.7766416,0.0009120501,0.0002920503,0.003161435,0.0002432528,0.0001634213,0.002636038,0.01555773,0.1991922],"study_design_scores_gemma":[0.0000322229,0.00004895039,0.0007052901,0.9638855,0.001074873,0.0001231114,0.001352506,0.00005034411,0.0000574081,0.0004456563,0.0322046,0.00001957805],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005322173,0.9931567,0.0003143997,0.003158505,0.0004358315,0.000825634,0.0001694121,0.00001504266,0.001392195],"genre_scores_gemma":[0.004455816,0.9911344,0.001261499,0.001039466,0.0001780603,0.00155088,0.0001937224,0.000009683089,0.0001764422],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9249988,"threshold_uncertainty_score":0.3966491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8304288001965164,"score_gpt":0.7661419651147767,"score_spread":0.06428683508173971,"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."}}