{"id":"W3007916764","doi":"10.1111/medu.14136","title":"Lessons from the implementation of developmental progress assessment: A scoping review","year":2020,"lang":"en","type":"review","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centre Intégré de Santé et de Services Sociaux des Laurentides; McGill University; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Health and Social Services Centre University Institute of Geriatrics of Sherbrooke; Université de Sherbrooke","funders":"","keywords":"Psychology; Medical education; Engineering ethics; Medicine; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00113923,0.0003317099,0.001487162,0.0001270472,0.0001226674,0.00002385505,0.0004444579,0.0002950135,0.003697505],"category_scores_gemma":[0.002676534,0.0002200338,0.0002581408,0.00128792,0.000245655,0.00008357613,0.0001178315,0.0009036153,0.0000710948],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005751626,"about_ca_system_score_gemma":0.03931239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009049793,"about_ca_topic_score_gemma":0.00001585158,"domain_scores_codex":[0.9957595,0.0003137936,0.001726342,0.000481116,0.001478755,0.0002404582],"domain_scores_gemma":[0.9978934,0.0002380993,0.000987922,0.0004296355,0.0003264239,0.0001245003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001110324,0.0002003253,0.00007775475,0.07016823,0.0001186235,0.000001658803,0.00018312,4.105974e-10,6.780753e-8,0.0001815461,0.05895754,0.87011],"study_design_scores_gemma":[0.000155396,0.00002829613,0.0001258709,0.3882559,0.001009026,0.0000469047,0.0003847414,0.000002054479,9.106911e-7,0.00001142872,0.6098582,0.0001212777],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000129375,0.9528737,0.0001187381,0.04176651,0.0009724537,0.003875143,0.00002283444,0.00004179146,0.0003158945],"genre_scores_gemma":[0.00001273268,0.9753283,0.005678311,0.01186419,0.0009017391,0.001739435,0.004396204,0.00004953748,0.00002956447],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8699887,"threshold_uncertainty_score":0.9972132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07313195740233883,"score_gpt":0.5480613689100416,"score_spread":0.4749294115077028,"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."}}