{"id":"W4406352731","doi":"10.5195/jmla.2025.2089","title":"Amy Blevins, Medical Library Association President, 2023-2024","year":2025,"lang":"en","type":"article","venue":"Journal of the Medical Library Association JMLA","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; Dalhousie University; East Carolina University","keywords":"Presidential address; Medical library; Medicine; Biography; Pathology; Political science; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003037499,0.0003840242,0.0003988135,0.001156606,0.006426841,0.006218536,0.0006110094,0.003153359,0.05768955],"category_scores_gemma":[0.009016861,0.000303975,0.0002628869,0.0008742948,0.001180332,0.003017116,0.002466582,0.005311941,0.02909381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002473872,"about_ca_system_score_gemma":0.006181493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006182674,"about_ca_topic_score_gemma":0.02063519,"domain_scores_codex":[0.9977254,0.0004953837,0.0001224553,0.0002142355,0.001060383,0.0003820911],"domain_scores_gemma":[0.9917459,0.0009715749,0.0003349176,0.0001392723,0.002335721,0.00447259],"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":[0.000008246968,0.00000916873,0.0002756559,0.00001944774,0.00000111392,0.0000421415,0.0001978019,0.00000649926,0.00004807609,0.001367933,0.9863428,0.01168123],"study_design_scores_gemma":[0.000002135334,0.000007688878,0.000568445,0.00006583231,0.000001216759,0.0001439302,0.0005397269,0.00001259554,0.00004951761,0.0003461786,0.9982565,0.00000627925],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002420994,0.03767228,0.000742281,0.7305282,0.1004079,0.00004937968,0.0002836299,0.0003208219,0.1275745],"genre_scores_gemma":[0.01922183,0.01449081,0.0007414575,0.1178849,0.01488794,0.00004654661,0.0001591163,0.0001766498,0.8323907],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05768955,"threshold_uncertainty_score":0.1929908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02589502214082541,"score_gpt":0.4149001800343544,"score_spread":0.389005157893529,"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."}}