{"id":"W4388982205","doi":"10.1097/ceh.0000000000000545","title":"The 2022 Paul Mazmanian JCEHP Award for Excellence in Research","year":2023,"lang":"en","type":"letter","venue":"Journal of Continuing Education in the Health Professions","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Library science; Management; Gerontology; Medicine; Political science; Computer science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.07353098,0.0001525051,0.0003896398,0.001130303,0.001897144,0.0002435175,0.002558662,0.0005291957,0.0000229379],"category_scores_gemma":[0.01109202,0.00009551898,0.0001398164,0.001767765,0.0004400511,0.0001734922,0.0001454026,0.008233899,0.00001936762],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00128568,"about_ca_system_score_gemma":0.01311787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001933118,"about_ca_topic_score_gemma":0.005209119,"domain_scores_codex":[0.9837874,0.01094176,0.001407589,0.0002667112,0.002335734,0.00126077],"domain_scores_gemma":[0.9787862,0.01804961,0.00109137,0.00053896,0.001405116,0.0001287372],"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":[0.00002181009,0.00006319444,0.0002969732,0.0001416677,0.000003863968,0.00001362166,0.04207445,3.371078e-7,0.000001854188,0.0006970306,0.9313973,0.02528788],"study_design_scores_gemma":[0.0001220034,0.00009721488,0.000740849,0.002963063,0.000002823212,0.000005219353,0.1395417,0.000004075951,8.688806e-7,0.02325705,0.8331866,0.00007855381],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002725376,0.001378194,0.0000443042,0.9867361,0.005285895,0.002920313,0.000009696288,0.0000211092,0.0008790689],"genre_scores_gemma":[0.06814732,0.04957575,0.00321485,0.4485519,0.05444808,0.007865512,0.00008799633,0.0004404195,0.3676682],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5381841,"threshold_uncertainty_score":0.9994022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3618021883570785,"score_gpt":0.6212945100462329,"score_spread":0.2594923216891544,"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."}}