{"id":"W4392148978","doi":"10.52294/001c.92760","title":"Proceedings of the OHBM Brainhack 2022","year":2024,"lang":"en","type":"article","venue":"Aperture Neuro","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Mila - Quebec Artificial Intelligence Institute; University of Toronto; Montreal Neurological Institute and Hospital; Université de Montréal; Western University; Polytechnique Montréal; Centre Hospitalier Universitaire Sainte-Justine; Canada Research Chairs; Institut Universitaire de Gériatrie de Montréal","funders":"Berlin Institute of Health; Universiteit Maastricht","keywords":"Globe; Queen (butterfly); Event (particle physics); Telecommunications; Engineering; History; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002830674,0.00006026044,0.00004795613,0.0000259825,0.00001143189,0.00001640099,0.0001070078,0.00004484194,0.00005546432],"category_scores_gemma":[0.0001748667,0.0000380556,0.00003758388,0.0002597168,0.00001844736,0.00004467973,0.00001564162,0.0001691937,0.00002153241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000106177,"about_ca_system_score_gemma":0.000006942133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001059447,"about_ca_topic_score_gemma":2.14225e-7,"domain_scores_codex":[0.9996744,0.000001021316,0.00007061617,0.00007507425,0.00009356377,0.00008530665],"domain_scores_gemma":[0.9996952,0.0002081315,0.000003706167,0.00005619166,0.000009294481,0.0000275092],"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":[7.778483e-7,0.000009864017,0.00003911424,0.0008847177,0.00001941281,0.000001231623,0.0003478745,0.0000682988,0.1826639,0.003431006,0.8053083,0.007225528],"study_design_scores_gemma":[0.00002378172,0.000008188536,0.001610919,0.00006715438,0.000007060422,0.00001421248,0.000009614955,0.01685435,0.004934748,0.0001730284,0.9762374,0.0000595741],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7229297,0.01215478,0.00152805,0.1353738,0.02623244,0.0008271047,0.00005833864,0.00424239,0.09665337],"genre_scores_gemma":[0.9974138,0.00004715635,0.00005117321,0.00133092,0.0002367634,0.000009278573,0.000001552452,0.00002427226,0.0008850652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2744841,"threshold_uncertainty_score":0.1551862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002968082007879082,"score_gpt":0.1688964343685832,"score_spread":0.1659283523607041,"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."}}