{"id":"W4417429475","doi":"10.18060/28782","title":"An Examination of Health Information Professionals’ Discourse Surrounding Knowledge Synthesis","year":2025,"lang":"","type":"article","venue":"Hypothesis Research Journal for Health Information Professionals","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Health information; Health professionals; Work (physics); Discourse analysis; Medical library; Content analysis; Descriptive research; Association (psychology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1808667,0.0008266947,0.00216649,0.009883509,0.02129858,0.0007659199,0.002424348,0.001151268,0.00124334],"category_scores_gemma":[0.04301655,0.0006968177,0.0004803281,0.006296256,0.0009300387,0.01879674,0.0005537535,0.005268357,0.0005809629],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006943492,"about_ca_system_score_gemma":0.0938091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005892029,"about_ca_topic_score_gemma":0.000107762,"domain_scores_codex":[0.9386968,0.03617898,0.01246068,0.0008117322,0.006190986,0.005660838],"domain_scores_gemma":[0.9484902,0.02391836,0.008043615,0.001443754,0.01492835,0.003175702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008278011,0.001893564,0.0007911793,0.02278848,0.0001136881,2.874423e-7,0.06543666,0.00004669041,0.0000194686,0.01030378,0.3016238,0.5961546],"study_design_scores_gemma":[0.005244527,0.003509108,0.1331365,0.04975928,0.00005919728,0.00002464177,0.4845746,0.01552834,0.0004950496,0.007825551,0.2986783,0.001164876],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2989808,0.0158475,0.05674184,0.5079264,0.04447621,0.05856491,0.004506485,0.0004081764,0.01254765],"genre_scores_gemma":[0.9628193,0.007546396,0.00612529,0.01043384,0.00138047,0.0045197,0.0007669612,0.00009203575,0.006315961],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6638385,"threshold_uncertainty_score":0.9996697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3084834325652377,"score_gpt":0.5825426313662584,"score_spread":0.2740591988010206,"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."}}