{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003653926,0.0001556411,0.0001414557,0.00004617142,0.00003777933,0.00002104159,0.0001328904,0.0003127515,0.001063496],"category_scores_gemma":[0.00004357396,0.0001494267,0.00007722977,0.0000539334,0.0000385998,4.995152e-7,0.00007048469,0.00007043767,0.00007480944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001527465,"about_ca_system_score_gemma":0.0001250411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000182719,"about_ca_topic_score_gemma":0.0005240414,"domain_scores_codex":[0.9994087,0.00001975188,0.00009130587,0.0002738404,0.00006013637,0.0001462425],"domain_scores_gemma":[0.999492,0.000003118005,0.00006437713,0.0003760436,0.00003386983,0.00003060462],"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":[0.000018192,0.00002671397,0.00006371368,0.00006412164,0.00008082037,0.000002166703,0.000005788138,3.702607e-7,0.01800089,0.0003643365,0.9793771,0.001995791],"study_design_scores_gemma":[0.0001293848,0.00004334964,0.00005133004,0.00006401195,0.00002164679,9.702084e-7,0.000005428,1.915745e-7,0.004404841,0.00001828446,0.9950996,0.0001609542],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004076899,0.001936666,0.0009200226,0.00004924756,0.001243126,0.0001431201,0.0001890093,0.00004407077,0.9950671],"genre_scores_gemma":[0.003346606,0.0007227803,0.000251642,0.0001510985,0.001270873,0.00002207068,0.0002594938,0.0001089298,0.9938665],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01572251,"threshold_uncertainty_score":0.9998497,"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."}}