{"id":"W4400948721","doi":"10.26685/urncst.667","title":"INNOVATX Global Health Case Competition 2024 – Presented by McMaster Friends of Médecins Sans Frontières","year":2024,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Competition (biology); Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00357936,0.001183307,0.0004227,0.0006961355,0.003428167,0.005193944,0.001610392,0.004473839,0.1439621],"category_scores_gemma":[0.005428225,0.0003994445,0.0008895094,0.0003721213,0.001344269,0.002369106,0.005355142,0.006100808,0.02879109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004213359,"about_ca_system_score_gemma":0.003637407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008779341,"about_ca_topic_score_gemma":0.03151034,"domain_scores_codex":[0.9977261,0.0003804346,0.00005172492,0.0002221285,0.001006702,0.0006128798],"domain_scores_gemma":[0.99656,0.0003596179,0.00007681116,0.00008036532,0.0007588531,0.002164237],"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":[0.00001230777,0.00001370465,0.00006173838,0.0000179394,0.000001930369,0.0001284813,0.00005249331,0.00002424424,0.0000657544,0.0007628124,0.9948932,0.003965373],"study_design_scores_gemma":[0.00001472104,0.00004294854,0.0003770444,0.0000480163,0.000001611888,0.0001897248,0.0002920938,0.00007344396,0.00009175348,0.0004447313,0.9984142,0.000009784285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008120387,0.00975386,0.00161994,0.3294267,0.24384,0.0005892692,0.0009233694,0.0005729259,0.4051536],"genre_scores_gemma":[0.02414776,0.003912672,0.001482447,0.04560193,0.03135408,0.0002861962,0.0008786133,0.0003028302,0.8920336],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1439621,"threshold_uncertainty_score":0.4816011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04671691810029811,"score_gpt":0.4581424341483891,"score_spread":0.411425516048091,"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."}}