{"id":"W4291020625","doi":"10.1016/j.jpag.2022.08.003","title":"Normalizing Normal in Medical Education: A Call to Action","year":2022,"lang":"en","type":"article","venue":"Journal of Pediatric and Adolescent Gynecology","topic":"Medical and Biological Sciences","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Calgary","funders":"","keywords":"Medicine; Curriculum; Meaning (existential); Medical education; Identification (biology); Psychology; Pedagogy; Psychotherapist","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07084485,0.002285312,0.004840733,0.004334087,0.03238562,0.03081914,0.01169394,0.1046075,0.02044334],"category_scores_gemma":[0.09957796,0.001901607,0.00371271,0.00181992,0.08280943,0.04236386,0.03523383,0.1649076,0.004909994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02469458,"about_ca_system_score_gemma":0.1360341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02172037,"about_ca_topic_score_gemma":0.03567168,"domain_scores_codex":[0.9248784,0.03205103,0.004285099,0.006146112,0.02293168,0.009707701],"domain_scores_gemma":[0.7704179,0.104692,0.007596384,0.009702199,0.03142238,0.0761691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001512611,0.0009293775,0.002211847,0.001057697,0.0001635431,0.001169508,0.0187461,0.0004345101,0.0008684201,0.09667733,0.7808547,0.09673565],"study_design_scores_gemma":[0.0002521064,0.000194174,0.002855232,0.005827553,0.0001097542,0.001553771,0.04956288,0.0005261911,0.0004318476,0.1845452,0.7536016,0.0005396433],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003700376,0.004073819,0.001075414,0.984951,0.006434605,0.00001766998,0.000009015151,0.00009080328,0.002977686],"genre_scores_gemma":[0.04019488,0.009588918,0.01195607,0.9160305,0.01562066,0.0003063112,0.00005631199,0.000240752,0.006005621],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1046075,"threshold_uncertainty_score":0.3746679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02537591798025913,"score_gpt":0.3159261697410867,"score_spread":0.2905502517608276,"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."}}