{"id":"W4236835064","doi":"10.18438/b8ww49","title":"Evidence Based Librarianship Backgrounder","year":2008,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Library science; Computer science; Information retrieval; Data science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002867257,0.0001782808,0.0001861272,0.000364614,0.001981516,0.000221409,0.0004089737,0.0001971644,0.003830725],"category_scores_gemma":[0.01412455,0.0001524282,0.00004252814,0.001187292,0.0002128227,0.3775712,0.0001198553,0.0008790285,0.001527567],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005703972,"about_ca_system_score_gemma":0.005992667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000698939,"about_ca_topic_score_gemma":1.739394e-7,"domain_scores_codex":[0.9955752,0.001832597,0.0009206974,0.0002708747,0.0007436553,0.0006569054],"domain_scores_gemma":[0.9812372,0.01690483,0.0005643126,0.0004569961,0.0002143854,0.0006222856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004117925,0.0002794984,0.1571459,0.003788281,0.00002672603,0.00003433104,0.007020177,0.000430128,0.0001444216,0.15389,0.6507416,0.02238101],"study_design_scores_gemma":[0.0004905036,0.0002712001,0.1589606,0.00183506,0.00001055897,0.00001394587,0.002966962,0.01038684,0.0001624033,0.0001236145,0.8245417,0.0002365582],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05224032,0.004134846,0.02701405,0.868189,0.001927553,0.002654556,0.00002500523,0.0006339689,0.04318067],"genre_scores_gemma":[0.4966348,0.01012788,0.02009033,0.469919,0.0006382483,0.0003342892,0.00008302306,0.00002051186,0.00215197],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4443944,"threshold_uncertainty_score":0.9996424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2309818110900777,"score_gpt":0.4376363331943527,"score_spread":0.206654522104275,"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."}}