{"id":"W4408280049","doi":"10.26685/urncst.808","title":"SciNapse 2024-2025 Undergraduate Science Case Competition: The Gut Microbiome","year":2025,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Gut microbiome; Microbiome; Competition (biology); Biology; Computational biology; Ecology; Bioinformatics","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":[0.008579489,0.0007928174,0.0005142064,0.001618413,0.004354668,0.006660815,0.001775338,0.002841315,0.1061356],"category_scores_gemma":[0.01215044,0.000368967,0.0007245747,0.0015024,0.001960894,0.002020273,0.01019132,0.002924704,0.02144267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006561554,"about_ca_system_score_gemma":0.01630283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00505195,"about_ca_topic_score_gemma":0.02458359,"domain_scores_codex":[0.9953704,0.001146031,0.0001616777,0.0003643098,0.001849642,0.00110781],"domain_scores_gemma":[0.9764385,0.001565869,0.0006151812,0.000611586,0.003845891,0.01692303],"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":[0.0001470097,0.0002400216,0.001759575,0.0001469528,0.000008554191,0.000827017,0.000589505,0.0002781093,0.0009562968,0.008771551,0.9488755,0.03739982],"study_design_scores_gemma":[0.00004850019,0.0002363396,0.003174255,0.0001289956,0.000004486011,0.0006156812,0.00147198,0.0004650988,0.0006540873,0.003764241,0.9894107,0.00002549293],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1145144,0.008102836,0.01381889,0.2714652,0.09168954,0.002825918,0.006505406,0.002356621,0.4887212],"genre_scores_gemma":[0.2365947,0.004827096,0.02213814,0.03805577,0.01282747,0.002046085,0.00559521,0.001119341,0.6767963],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1061356,"threshold_uncertainty_score":0.3550588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03411872098744625,"score_gpt":0.4214552201481063,"score_spread":0.38733649916066,"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."}}