{"id":"W4409883378","doi":"10.26685/urncst.897","title":"INNOVATX Global Health Case Competition 2025 – Presented by McMaster Friends of Médecins Sans Frontières","year":2025,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Competition (biology); Environmental health; Political science; Medicine; Biology","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":[0.004968543,0.0007351236,0.0003561234,0.0005159383,0.004224938,0.005932045,0.001716712,0.006498319,0.08574561],"category_scores_gemma":[0.00734737,0.0003386505,0.0007426218,0.0003206542,0.002104851,0.001974037,0.006016962,0.006458528,0.01196733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007380867,"about_ca_system_score_gemma":0.006377875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0173079,"about_ca_topic_score_gemma":0.04470652,"domain_scores_codex":[0.9960516,0.0006941551,0.000065632,0.0003155685,0.001799839,0.001073195],"domain_scores_gemma":[0.9959931,0.0005600962,0.00009194525,0.0001139375,0.0008127232,0.002428129],"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":[0.00001232233,0.00001709674,0.00007984235,0.00002164816,0.000002321864,0.0002654216,0.0001865052,0.00003651133,0.00007700275,0.004028445,0.9914337,0.003839168],"study_design_scores_gemma":[0.00001157154,0.00002733288,0.0004075977,0.00005798683,0.000001181688,0.000229862,0.0006005651,0.00008104429,0.00008623558,0.0008124759,0.9976742,0.00001002064],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.009562552,0.007190625,0.001206248,0.4723109,0.09386508,0.0004168979,0.0004974652,0.0002348688,0.4147154],"genre_scores_gemma":[0.06869143,0.003503428,0.001665704,0.09536843,0.01873587,0.0003512001,0.0006835036,0.000221846,0.8107786],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08574561,"threshold_uncertainty_score":0.2868476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04680026888483977,"score_gpt":0.4688077057271994,"score_spread":0.4220074368423596,"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."}}