{"id":"W4405304030","doi":"10.1109/mmm.2024.3474444","title":"IMBioC 2024: Reporting From Montréal! [Conference Report]","year":2024,"lang":"en","type":"article","venue":"IEEE Microwave Magazine","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003637674,0.0003064998,0.0005953817,0.0001488965,0.0004945721,0.0001123595,0.0001943999,0.0003837399,0.003020495],"category_scores_gemma":[0.001744812,0.0002566591,0.0001610253,0.0003765688,0.00004838418,0.000329265,0.0001109239,0.001502721,0.00809675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002130001,"about_ca_system_score_gemma":0.0009118232,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009577194,"about_ca_topic_score_gemma":0.006006959,"domain_scores_codex":[0.994378,0.0007744784,0.002886043,0.0008401057,0.0003523178,0.0007690235],"domain_scores_gemma":[0.9956749,0.001186326,0.001653434,0.0008359595,0.0003585896,0.0002907564],"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":[0.00005332433,0.00004022527,0.007289661,0.001275835,0.0001711775,0.009571786,0.005520237,0.000001657073,0.2744605,0.0006305793,0.6425637,0.05842133],"study_design_scores_gemma":[0.0002171372,0.00004413121,0.004392239,0.001456828,0.00005764257,0.0003266855,0.0009910417,0.000265046,0.002076233,0.001663363,0.9881848,0.0003248274],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5747534,0.01768451,0.005551014,0.03011479,0.02962178,0.001844794,0.0002756605,0.001081397,0.3390726],"genre_scores_gemma":[0.8613757,0.0002775021,0.001935142,0.000823764,0.003011289,0.0001138576,0.0001042205,0.00007886302,0.1322796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3456211,"threshold_uncertainty_score":0.9999886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1372150091332344,"score_gpt":0.449262539597868,"score_spread":0.3120475304646337,"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."}}