{"id":"W4405993157","doi":"10.21853/jhd.2024.233","title":"Design thinking in North American undergraduate medical education","year":2024,"lang":"en","type":"article","venue":"The Journal of Health Design","topic":"Empathy and Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Engineering ethics; Mathematics education; Psychology; Medicine; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006299205,0.0002045676,0.0002786402,0.001881894,0.005257138,0.003828681,0.0005565566,0.001359031,0.006713437],"category_scores_gemma":[0.01037406,0.0003611768,0.0003456845,0.001929914,0.003434833,0.001210986,0.003688391,0.002114735,0.0004558275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008748956,"about_ca_system_score_gemma":0.0213814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01678075,"about_ca_topic_score_gemma":0.05357506,"domain_scores_codex":[0.9960355,0.001686556,0.0002499547,0.0003637078,0.001037376,0.0006268543],"domain_scores_gemma":[0.9874516,0.004126299,0.001157899,0.0003984993,0.002102119,0.004763482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002451163,0.002539603,0.2546847,0.00120522,0.00004222203,0.000948809,0.3312087,0.0007966441,0.003094536,0.0284446,0.03089027,0.3458995],"study_design_scores_gemma":[0.00009354576,0.001301882,0.4645418,0.0021356,0.0000481087,0.002448615,0.1857604,0.001636061,0.001850348,0.01656417,0.3235025,0.0001169778],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9327745,0.008364701,0.001357245,0.01734202,0.0003511867,0.0001074062,0.000077312,0.00005409848,0.03957158],"genre_scores_gemma":[0.9849772,0.00225912,0.001686263,0.003390678,0.00004073972,0.00005800528,0.00005154897,0.00001577041,0.007520641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01678075,"threshold_uncertainty_score":0.06347847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05495641555097801,"score_gpt":0.3853445046287567,"score_spread":0.3303880890777787,"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."}}