{"id":"W4308875491","doi":"10.3389/fbioe.2022.1046723","title":"The BioExperience Research and Entrepreneurship Challenge: An iGEM-inspired applied research program for BIOSTEM talent and skills development","year":2022,"lang":"en","type":"article","venue":"Frontiers in Bioengineering and Biotechnology","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Faculty of Health Sciences, University of Ottawa; University of Ottawa","keywords":"Experiential learning; Preparedness; Medical education; Entrepreneurship; Psychology; Competition (biology); Work (physics); Pedagogy; Political science; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.004955523,0.0003249088,0.0001669497,0.0003633188,0.002327136,0.002653177,0.001253907,0.001122798,0.006632566],"category_scores_gemma":[0.003204904,0.0001052222,0.0002583675,0.0002502101,0.001112294,0.001209121,0.005215191,0.00192754,0.00149976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00181787,"about_ca_system_score_gemma":0.01351732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001501982,"about_ca_topic_score_gemma":0.007048981,"domain_scores_codex":[0.9980267,0.0006780317,0.00003525422,0.0001857892,0.000502108,0.0005722165],"domain_scores_gemma":[0.9933663,0.0004312912,0.0002716159,0.000217399,0.0004432496,0.005270153],"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":[0.0006255889,0.01419378,0.03400413,0.0006059546,0.00003140212,0.00109383,0.005445017,0.002524219,0.02090768,0.06221581,0.1381288,0.7202237],"study_design_scores_gemma":[0.0002877641,0.005901429,0.1343637,0.000407789,0.00001581947,0.001198786,0.01241819,0.005883314,0.01418779,0.02390256,0.8013351,0.00009776489],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6889311,0.001505209,0.02337058,0.05229817,0.001930025,0.002949506,0.000656481,0.0006103581,0.2277486],"genre_scores_gemma":[0.8457124,0.001028129,0.04282871,0.01033947,0.0004284907,0.001780734,0.0009313989,0.000119514,0.0968311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006632566,"threshold_uncertainty_score":0.02620769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0315739951185677,"score_gpt":0.2996642479942383,"score_spread":0.2680902528756706,"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."}}