{"id":"W1598736293","doi":"10.18438/b8pd03","title":"Personalized Information Service for Clinicians: Users Like It","year":2008,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Service (business); Publicity; Medicine; Observational study; Focus group; Medical record; Medical education; Electronic medical record; Family medicine; Relevance (law); Business","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":[],"category_scores_codex":[0.002214275,0.0001286676,0.0001599906,0.0002812448,0.001704407,0.0001242512,0.0002411391,0.0001667854,0.0007571925],"category_scores_gemma":[0.007062614,0.0001134828,0.00003954195,0.0007743397,0.00009089496,0.3005915,0.00006458745,0.0004537781,0.0008465328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004888373,"about_ca_system_score_gemma":0.003004047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008672235,"about_ca_topic_score_gemma":7.692732e-7,"domain_scores_codex":[0.9974627,0.0005514887,0.0009236469,0.0001333816,0.0004586177,0.0004701302],"domain_scores_gemma":[0.9909661,0.007319477,0.0006551887,0.0002354051,0.0004741201,0.0003496544],"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":[0.003387876,0.00007663953,0.008206911,0.002892594,0.00002091116,9.978709e-7,0.02707407,0.0001220929,0.000009922932,0.03083884,0.9158011,0.01156803],"study_design_scores_gemma":[0.0008143398,0.0001752588,0.00927816,0.0003442914,0.000009827399,0.000005633136,0.01711155,0.009949333,0.00001334218,0.00004195087,0.9621279,0.0001284644],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02240295,0.0003826887,0.0173415,0.9387648,0.001771856,0.003643176,0.00009538203,0.0002895286,0.01530817],"genre_scores_gemma":[0.02779235,0.006129588,0.01837164,0.9444581,0.0004133958,0.0007687421,0.000500769,0.00001154742,0.001553856],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3004672,"threshold_uncertainty_score":0.9999314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1487374551877063,"score_gpt":0.4584131349514033,"score_spread":0.309675679763697,"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."}}