{"id":"W1542128843","doi":"10.18438/b8q90c","title":"Healthcare Services Managers: What Information do They Need and Use?","year":2008,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Knowledge management; Health care; Information needs; Information system; Variety (cybernetics); Context (archaeology); Personal information management; Exploratory research; Group information management; Information seeking; Information management; Computer science; Management information systems; Business; World Wide Web","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"],"consensus_categories":[],"category_scores_codex":[0.001383535,0.0001348706,0.0001445438,0.0003640836,0.001643541,0.0007421062,0.0001807129,0.0001489407,0.0001789709],"category_scores_gemma":[0.001501647,0.0001128066,0.00001823134,0.000510022,0.00008572261,0.603562,0.0001276935,0.0005277079,0.0003336333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003498759,"about_ca_system_score_gemma":0.0009779738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004237385,"about_ca_topic_score_gemma":0.000001591032,"domain_scores_codex":[0.9974974,0.0007486486,0.0007032721,0.0001398676,0.0004765822,0.0004342194],"domain_scores_gemma":[0.9951926,0.003347882,0.0005360999,0.0002606519,0.0002310942,0.0004316892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004186152,0.000159758,0.2684407,0.01894338,0.00005686138,0.0000147237,0.1831346,0.0002460711,0.00002316338,0.2267485,0.08410475,0.2139412],"study_design_scores_gemma":[0.0004330678,0.0001715211,0.1367388,0.001313753,0.000007314728,0.00001897975,0.06700422,0.002926107,0.00001317142,0.0001812814,0.791026,0.0001658011],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3832574,0.003114481,0.0007256132,0.6013179,0.001438066,0.002771543,0.00003721986,0.0003607272,0.006977072],"genre_scores_gemma":[0.6159046,0.06507259,0.004048041,0.3140993,0.0002122275,0.0001795741,0.0002250912,0.000009202709,0.0002494337],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7069212,"threshold_uncertainty_score":0.9996562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07314558780843183,"score_gpt":0.3999405246082328,"score_spread":0.326794936799801,"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."}}