{"id":"W4402363862","doi":"10.2196/57187","title":"Examining the Evidence on the Statistics Prerequisite for Admission to Doctor of Nursing Practice Programs: Retrospective Cohort Study","year":2024,"lang":"en","type":"article","venue":"Asian/Pacific Island Nursing Journal","topic":"Medical Education and Admissions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Descriptive statistics; Statistics; Cohort; Retrospective cohort study; Mann–Whitney U test; Psychology; Rank correlation; Spearman's rank correlation coefficient; Medicine; Demography; Medical education; Mathematics; Internal medicine; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005335666,0.0003030138,0.0005753247,0.001763362,0.0008011471,0.001056192,0.0008242052,0.0006756223,0.002463642],"category_scores_gemma":[0.01513693,0.0005318933,0.0009608929,0.002464206,0.0004679396,0.0009788405,0.0009610421,0.0007756763,0.0003657702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000720091,"about_ca_system_score_gemma":0.00159993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01176158,"about_ca_topic_score_gemma":0.01492146,"domain_scores_codex":[0.9967815,0.0007135485,0.0006642709,0.0007004469,0.0007446537,0.0003955723],"domain_scores_gemma":[0.9845542,0.003812773,0.007879701,0.001128206,0.001514592,0.001110421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005995326,0.00003649788,0.9991417,0.00002827841,0.00007435058,0.00002801091,0.0001048246,0.000007896194,0.00003627946,0.00001662322,0.00006226108,0.0004032793],"study_design_scores_gemma":[0.000008693042,0.0002165015,0.9983753,0.00005063819,0.00009970724,0.0001244381,0.000734196,0.00007837098,0.00003461867,0.00001426338,0.0002581643,0.000005090103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983779,0.0003762014,0.0001112174,0.00003910106,0.00001054015,0.00004916444,0.0007978838,0.000001874018,0.000236083],"genre_scores_gemma":[0.9984373,0.0002735662,0.0001548189,0.00005527562,0.00001170323,0.00008248147,0.0008208238,0.000003043149,0.0001610403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01176158,"threshold_uncertainty_score":0.02821809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09075529290041132,"score_gpt":0.4286600842560244,"score_spread":0.3379047913556131,"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."}}