{"id":"W4320507105","doi":"10.2196/43916","title":"Teaching Principles of Medical Innovation and Entrepreneurship Through Hackathons: Case Study and Qualitative Analysis","year":2023,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Entrepreneurship; Curriculum; Health care; Thematic analysis; Medical education; Variety (cybernetics); Interpersonal communication; Psychology; Knowledge management; Sociology; Qualitative research; Medicine; Computer science; Pedagogy; Business; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001486573,0.0001195282,0.0002147038,0.0004229568,0.00005839646,0.00002013186,0.00009406458,0.0001683746,0.00008284299],"category_scores_gemma":[0.001276073,0.0001067482,0.00002382998,0.001535322,0.0001020933,0.0001254128,0.00005094408,0.0003108601,0.000003467548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003062,"about_ca_system_score_gemma":0.0001639281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005156458,"about_ca_topic_score_gemma":0.00008236303,"domain_scores_codex":[0.9984267,0.0001280846,0.0004243561,0.0002152988,0.0006539497,0.0001516166],"domain_scores_gemma":[0.9992524,0.0003025676,0.00005324475,0.0001561288,0.00005712773,0.0001785721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001554765,0.001733849,0.03832493,0.002353479,0.001008737,0.0001377233,0.5677009,0.0001638714,0.0002177268,0.02177213,0.004160337,0.3624107],"study_design_scores_gemma":[0.00229781,0.000415052,0.2149943,0.0009909619,0.0008780978,0.000782718,0.5172147,0.2463704,0.0001925306,0.004815274,0.009860524,0.001187676],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949794,0.000192809,0.001509609,0.002429289,0.0003480467,0.0002145075,0.00000297921,0.0001932957,0.000130083],"genre_scores_gemma":[0.9990738,0.0000837359,0.0003142575,0.00007929804,0.0001585328,0.000131516,0.00006443712,0.00001382997,0.00008059073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3612231,"threshold_uncertainty_score":0.4353064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04423135153666857,"score_gpt":0.4039922353827287,"score_spread":0.3597608838460601,"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."}}