{"id":"W4396664597","doi":"10.1111/imcb.12772","title":"A trainee's perspective on scientific conferences","year":2024,"lang":"en","type":"article","venue":"Immunology and Cell Biology","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Canadian Society for Immunology; Université de Sherbrooke; Université de Montréal; Hôpital Maisonneuve-Rosemont; Canada's Michael Smith Genome Sciences Centre; Centre Hospitalier Universitaire de Sherbrooke; McGill University Health Centre","funders":"","keywords":"Perspective (graphical); Engineering ethics; Psychology; Mathematics education; Computer science; Engineering; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0004987108,0.00008211295,0.0001747947,0.0001881355,0.00009096118,0.00001929066,0.0000506684,0.0001936797,0.0004295556],"category_scores_gemma":[0.001757343,0.00005307542,0.0000323243,0.0001436631,0.0009910878,0.0000193398,0.00002217464,0.00045272,0.0002785799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006269977,"about_ca_system_score_gemma":0.002110635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006855216,"about_ca_topic_score_gemma":0.000006611522,"domain_scores_codex":[0.9989505,0.00009167314,0.0001063509,0.0002905857,0.00006445418,0.0004963711],"domain_scores_gemma":[0.9989981,0.0003085788,0.00001025607,0.0001150643,0.00006145739,0.0005065374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001170563,0.0003454668,0.0007465972,0.0003167235,0.0002252572,0.0004656481,0.003204336,6.324935e-8,0.3920551,0.3081569,0.01469687,0.2786165],"study_design_scores_gemma":[0.001572739,0.006066769,0.003909822,0.0001761679,0.00003791769,0.0001944129,0.00226238,0.0001293627,0.01931407,0.01193134,0.9542567,0.0001483675],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8313875,0.02378971,0.0000581137,0.04110226,0.000982622,0.0002832149,0.00001564452,0.00009079718,0.1022902],"genre_scores_gemma":[0.9934726,0.001146082,0.00002151352,0.001916708,0.00008698877,0.00001032065,0.00001927104,0.000004750425,0.00332178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9395598,"threshold_uncertainty_score":0.4703333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08237060784030556,"score_gpt":0.4160391166205668,"score_spread":0.3336685087802612,"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."}}