{"id":"W4361209849","doi":"10.1186/s12909-023-04167-7","title":"Needs assessment for enhancing pediatric clerkship readiness","year":2023,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Curriculum; Medical education; Clinical clerkship; Feeling; Medicine; Competence (human resources); Obstetrics and gynaecology; Educational measurement; Psychology; Pedagogy; Pregnancy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002162014,0.0001556512,0.0002586349,0.0007859214,0.0001680934,0.0000272149,0.0001753512,0.0002678261,0.0007344385],"category_scores_gemma":[0.01551473,0.0001424129,0.0000912957,0.002663488,0.0000672263,0.0001100051,0.00003601906,0.0003403605,0.0002190626],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003036929,"about_ca_system_score_gemma":0.009358949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001915122,"about_ca_topic_score_gemma":0.00002054979,"domain_scores_codex":[0.997649,0.00006381641,0.0006135508,0.0003044427,0.0009853288,0.0003838307],"domain_scores_gemma":[0.9981717,0.0004998036,0.0001538047,0.0003939059,0.0005270134,0.0002538108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00008350143,0.001408866,0.1024889,0.00286701,0.00003836822,0.000002195217,0.001192786,0.000008588687,0.0003923407,0.02062724,0.6580499,0.2128404],"study_design_scores_gemma":[0.005559209,0.0006859747,0.7936016,0.00150694,0.0007372054,0.0001481674,0.01500833,0.04158665,0.0006578206,0.006943541,0.1325427,0.001021892],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9039176,0.00009089751,0.06317583,0.02082246,0.007005578,0.001317526,0.000002868377,0.0004282082,0.003239093],"genre_scores_gemma":[0.9188201,0.00019288,0.04852473,0.009807966,0.009894602,0.001999738,0.001794673,0.00008661707,0.008878687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6911128,"threshold_uncertainty_score":0.9962571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03418061322866153,"score_gpt":0.4152195618415759,"score_spread":0.3810389486129144,"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."}}