{"id":"W4407902446","doi":"10.12688/mep.19361.3","title":"Insights into an innovative point of care ultrasound curriculum for Ontario primary maternity care providers","year":2025,"lang":"en","type":"article","venue":"MedEdPublish","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mohawk College; McMaster University; McMaster University Medical Centre; University of British Columbia","funders":"","keywords":"Practicum; Sonographer; Curriculum; Medicine; Medical education; Point of care ultrasound; Objective structured clinical examination; Obstetrics; Presentation (obstetrics); Nursing; Psychology; Ultrasonography; Pedagogy; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0001624835,0.0002309998,0.0005553114,0.0002449042,0.0001571335,0.0001012106,0.0003402385,0.0002329766,0.00009982875],"category_scores_gemma":[0.001415077,0.0001957064,0.0001372197,0.0008753218,0.0002528315,0.0005341062,0.00009125747,0.0004090352,0.000004944238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008938541,"about_ca_system_score_gemma":0.001503925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01163606,"about_ca_topic_score_gemma":0.03671002,"domain_scores_codex":[0.9981008,0.00005111029,0.0007155355,0.0005462072,0.0003265818,0.0002598105],"domain_scores_gemma":[0.9957095,0.0004767847,0.0002277226,0.0007386483,0.002717413,0.0001298877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005582968,0.002041615,0.8406738,0.004878633,0.0005035235,0.000004582012,0.08203426,0.000006746562,0.01558626,0.0171596,0.02402486,0.01252782],"study_design_scores_gemma":[0.005204888,0.001900171,0.7051438,0.0006902422,0.0004689838,0.000007868034,0.04144864,0.000008328888,0.02338361,0.01222989,0.2089041,0.0006095157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782394,0.00028635,0.000697416,0.0007647101,0.000356148,0.002081319,0.00005883872,0.0001201082,0.01739574],"genre_scores_gemma":[0.9834856,0.000007235514,0.01173451,0.001477326,0.0001083928,0.0005407494,0.001756694,0.00002713807,0.0008623246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1848792,"threshold_uncertainty_score":0.9949455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01512288089366707,"score_gpt":0.3156647271932227,"score_spread":0.3005418462995556,"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."}}