{"id":"W2142624520","doi":"10.18438/b8101f","title":"Evidence Based Librarianship and Open Access","year":2006,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Complement (music); Library science; Access to information; Information access; Computer science; Evidence-based practice; World Wide Web; Sociology; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.003394417,0.0001527384,0.0001824621,0.0003188517,0.001358813,0.002307456,0.0009476577,0.0001462033,0.001745117],"category_scores_gemma":[0.008150542,0.0001291178,0.00001867874,0.001039042,0.0001366353,0.573727,0.0006543334,0.0005889338,0.0002170171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003453931,"about_ca_system_score_gemma":0.003840643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000632342,"about_ca_topic_score_gemma":0.000001603588,"domain_scores_codex":[0.9965226,0.001478346,0.0007453435,0.0002768255,0.0004645237,0.0005123471],"domain_scores_gemma":[0.9857239,0.01279748,0.0005541407,0.0003595273,0.000153543,0.000411467],"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":[0.002804031,0.0001656812,0.2341277,0.003252288,0.00001040322,0.000008135619,0.001086598,0.0002474863,0.00008556604,0.2517991,0.4668241,0.03958899],"study_design_scores_gemma":[0.0005072979,0.0001618556,0.3104029,0.002117065,0.00001160968,0.000003133208,0.001157943,0.009218268,0.0001902184,0.0007296107,0.6753054,0.000194748],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03606321,0.003666297,0.007337982,0.8927304,0.0008630509,0.003537847,0.000033386,0.0002761749,0.05549169],"genre_scores_gemma":[0.5790538,0.005615185,0.01500698,0.3967935,0.0006306963,0.0006243547,0.0001416037,0.00002129406,0.002112695],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5714195,"threshold_uncertainty_score":0.9999413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2416504850646381,"score_gpt":0.5032609507375496,"score_spread":0.2616104656729115,"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."}}