{"id":"W4416850062","doi":"10.26685/urncst.998","title":"Labpath Research Hackathon 2025: Hormones and Metabolic Disorders","year":2025,"lang":"","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Fondation Rideau Hall","keywords":"Event (particle physics); Field (mathematics); Competition (biology); Panel discussion; Research program; Translational research","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.003386417,0.001151611,0.0006092785,0.0008598997,0.002159879,0.005447619,0.001605737,0.00301865,0.2724348],"category_scores_gemma":[0.004487699,0.0004516151,0.0006173209,0.0007164003,0.001445233,0.001583733,0.004524444,0.003987745,0.03698806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002639086,"about_ca_system_score_gemma":0.003262983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007268928,"about_ca_topic_score_gemma":0.02595367,"domain_scores_codex":[0.9987367,0.0003203475,0.00004122775,0.0001982814,0.0004558296,0.0002475987],"domain_scores_gemma":[0.9953936,0.001139563,0.0001731287,0.0002334342,0.0005509182,0.002509271],"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":[0.0001293364,0.00005492381,0.0002558262,0.0001031782,0.000004694673,0.0001401451,0.0001254843,0.00003621421,0.0005468178,0.001670299,0.9599836,0.03694943],"study_design_scores_gemma":[0.00004789422,0.0001655519,0.001398696,0.0002131636,0.000005673199,0.0002299114,0.0002958084,0.0000827834,0.0003502844,0.001441097,0.9957542,0.00001489259],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01509137,0.02997582,0.0066787,0.17044,0.1063269,0.001554451,0.007863746,0.00436628,0.6577027],"genre_scores_gemma":[0.02941259,0.0117699,0.003734788,0.01417857,0.02549846,0.0004830889,0.00409678,0.0009283085,0.9098975],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2724348,"threshold_uncertainty_score":0.9113853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04696612375351893,"score_gpt":0.4207219739274891,"score_spread":0.3737558501739701,"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."}}