{"id":"W2146233726","doi":"10.1111/hir.12082","title":"Information needs of public health students","year":2014,"lang":"en","type":"article","venue":"Health Information & Libraries Journal","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Saskatchewan","keywords":"Information needs; Multidisciplinary approach; Public health; Medical education; Needs assessment; Subject (documents); Point (geometry); Health information; Computer science; Knowledge management; Medicine; Public relations; Health care; World Wide Web; Nursing; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01468815,0.0001642746,0.0004374096,0.00138522,0.002959719,0.0003563881,0.0006469247,0.0001451466,0.0007025805],"category_scores_gemma":[0.002235252,0.000136303,0.00006672764,0.001373025,0.0001371957,0.01602027,0.000157659,0.001124206,0.0007147814],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000575027,"about_ca_system_score_gemma":0.01245491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003263633,"about_ca_topic_score_gemma":0.00001534568,"domain_scores_codex":[0.9920041,0.001749664,0.003259106,0.00004912015,0.001502778,0.001435206],"domain_scores_gemma":[0.9936575,0.0004585108,0.003015333,0.0003058765,0.0008844151,0.001678401],"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":[0.000060461,0.00007618244,0.09660997,0.001988479,0.00001678725,2.386189e-8,0.2476056,0.00003450582,3.312123e-7,0.03662836,0.3812866,0.2356927],"study_design_scores_gemma":[0.0009571089,0.0004982033,0.103698,0.0002084741,9.169715e-7,0.00001072885,0.07795794,0.0005329374,0.000001193148,0.0009718837,0.8150616,0.0001010049],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2998428,0.0007698584,0.300416,0.3431687,0.01236298,0.004618203,0.000144288,0.0004167766,0.03826042],"genre_scores_gemma":[0.9134583,0.001523217,0.004074912,0.07904378,0.001061424,0.0001096982,0.000369758,0.00001635085,0.0003425306],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6136155,"threshold_uncertainty_score":0.9983383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1698514716293803,"score_gpt":0.468388341690267,"score_spread":0.2985368700608867,"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."}}