{"id":"W7084611024","doi":"10.48660/25090068","title":"Alumni Stories: David Louapre","year":2025,"lang":"en","type":"other","venue":"PIRSA","topic":"Infections and bacterial resistance","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ubisoft (Canada)","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001433577,0.0007834298,0.0005267998,0.0009154018,0.00264338,0.004376318,0.0009033891,0.004353056,0.22549],"category_scores_gemma":[0.004689659,0.000264589,0.00047,0.0003814495,0.000893323,0.002227593,0.003198607,0.004112629,0.1251162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001363062,"about_ca_system_score_gemma":0.002501785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003673907,"about_ca_topic_score_gemma":0.01337495,"domain_scores_codex":[0.9993016,0.0001174848,0.00001425278,0.00008453272,0.0003592714,0.0001227893],"domain_scores_gemma":[0.997117,0.0002716093,0.00007150983,0.00006551836,0.0006664931,0.001807746],"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":[0.000005769467,0.000008407986,0.00002830735,0.000008806074,5.438746e-7,0.00001445882,0.00001084227,0.000007471801,0.00001096828,0.0007345986,0.9909378,0.008231914],"study_design_scores_gemma":[0.00000501371,0.000006656393,0.00006965991,0.00003605096,9.653213e-7,0.00003322766,0.00005120612,0.00001756535,0.00002438167,0.0006251284,0.9991273,0.00000283612],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006710198,0.02020771,0.0007160873,0.3668307,0.1216441,0.00007186107,0.0004761656,0.0006047322,0.4887776],"genre_scores_gemma":[0.001649125,0.00311256,0.0001754274,0.03148571,0.009479194,0.00002345946,0.00009913832,0.0001201575,0.9538552],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.22549,"threshold_uncertainty_score":0.7543392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005663222940684364,"score_gpt":0.2481592533553798,"score_spread":0.2424960304146954,"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."}}