{"id":"W4200383441","doi":"10.3390/ijerph182413106","title":"Nurse Education and Mathematical Competency: Implementation of an Online, Self-Directed, Prerequisite Model","year":2021,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Health Education and Validation","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"Nipissing University","keywords":"Medical education; Nurse education; Psychology; Perception; Focus group; Test (biology); Nursing; Qualitative property; Medicine; Computer science; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.002479802,0.00005300996,0.0001215728,0.0002303849,0.0002012706,0.0001049131,0.000150224,0.00004238909,0.0003933784],"category_scores_gemma":[0.000256567,0.00005236185,0.00002173934,0.0001209558,0.0001557611,0.0005965119,0.00003292577,0.0001900153,0.000002118839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003970272,"about_ca_system_score_gemma":0.004771009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003253107,"about_ca_topic_score_gemma":0.0004071729,"domain_scores_codex":[0.9976179,0.0006019601,0.0004621394,0.0001242045,0.0009648881,0.0002288956],"domain_scores_gemma":[0.9985982,0.0001701465,0.0002416569,0.00007091575,0.0003904622,0.0005285868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005693467,0.008441632,0.04571275,0.0001299774,0.0001144581,0.000006415609,0.07853118,0.000006430615,0.0007830263,0.1138124,0.001467298,0.7509375],"study_design_scores_gemma":[0.002571757,0.001374928,0.461704,0.0002562728,0.00001757617,0.0002529364,0.4100302,0.006469312,0.000306714,0.06477336,0.05192497,0.0003179655],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9687448,0.0004264355,0.0001796867,0.02956147,0.0001667528,0.0001608938,0.00005228625,0.000009271117,0.0006984277],"genre_scores_gemma":[0.9832445,0.003430128,0.01239067,0.0004747008,0.000226879,0.000004586058,0.00007528197,0.000006090876,0.0001471726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7506195,"threshold_uncertainty_score":0.8463565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1525511431446657,"score_gpt":0.525180381662108,"score_spread":0.3726292385174423,"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."}}