{"id":"W4226475791","doi":"10.1097/acm.0000000000004156","title":"Transforming Disruption Into Innovation: A Partnership Between the COVID-19 Medical Student Response Team and the University of British Columbia","year":2021,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Curriculum; General partnership; Medical education; Staffing; Flexibility (engineering); Public health; Health care; Coronavirus disease 2019 (COVID-19); Pandemic; Public relations; Political science; Medicine; Psychology; Nursing; Pedagogy; Management","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":[0.002223178,0.00005844067,0.0001740782,0.00003039553,0.0001015606,0.000007011565,0.0001802626,0.0001644002,0.0001877651],"category_scores_gemma":[0.00109137,0.0000521013,0.00001661473,0.0005364848,0.0005091116,0.00004762362,0.00003139093,0.0004863553,0.000001293861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000677856,"about_ca_system_score_gemma":0.0001201628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001136694,"about_ca_topic_score_gemma":0.0003888366,"domain_scores_codex":[0.9990053,0.0001219085,0.0002582232,0.0001136214,0.0003805219,0.0001204572],"domain_scores_gemma":[0.9989016,0.0007672654,0.00003224527,0.0001159512,0.00004148547,0.0001414481],"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":[0.0004214845,0.00004594596,0.04887055,0.003017761,0.0006399368,0.0001157905,0.1861184,0.0003542056,0.005222132,0.003261381,0.4790405,0.2728918],"study_design_scores_gemma":[0.0120277,0.0001895213,0.2533678,0.001683213,0.0004643705,0.0005164576,0.05438869,0.005707306,0.0001355302,0.005026202,0.6659522,0.000540984],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950364,0.002127443,0.01077893,0.03615553,0.0001896023,0.0001559872,0.000003908935,0.00007016039,0.0001544304],"genre_scores_gemma":[0.9969237,0.001623439,0.0000213091,0.0007165537,0.0002254802,0.000004277818,0.00002296174,0.000007529811,0.0004547655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2723508,"threshold_uncertainty_score":0.2124629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02447107167567126,"score_gpt":0.2993831591842949,"score_spread":0.2749120875086236,"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."}}