{"id":"W4408280163","doi":"10.26685/urncst.805","title":"2025 NeuGeneration Case Competition: Psychoneuroimmunology","year":2025,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Psychoneuroimmunology; Competition (biology); Psychology; Medicine; Biology; Ecology; Immunology; Immune system","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":[0.003167635,0.0005135542,0.0003661919,0.0008632031,0.003894671,0.003780402,0.00128335,0.005332729,0.1543333],"category_scores_gemma":[0.009223294,0.0004289514,0.0004646117,0.00041064,0.001547235,0.001921663,0.004947934,0.004330649,0.02807998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003305175,"about_ca_system_score_gemma":0.004869221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005345334,"about_ca_topic_score_gemma":0.01932822,"domain_scores_codex":[0.9979977,0.000461959,0.0000858703,0.0001612763,0.0008572642,0.0004358849],"domain_scores_gemma":[0.9935325,0.0006940225,0.0002326563,0.0001942976,0.001471237,0.003875322],"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":[0.00001841275,0.00005293365,0.00030594,0.00003237106,0.000001599412,0.0006947236,0.0001537009,0.00001705129,0.0001425024,0.00274498,0.979683,0.01615276],"study_design_scores_gemma":[0.00001541419,0.00006626612,0.001448282,0.0001687053,0.000001889502,0.002447228,0.0008023751,0.00009325817,0.0001750541,0.002175356,0.9925948,0.00001135989],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01524249,0.01357525,0.0036527,0.3127386,0.14417,0.001186225,0.0008303153,0.000717191,0.5078873],"genre_scores_gemma":[0.05809843,0.006206253,0.003465929,0.06429861,0.02576651,0.0005596975,0.0008326998,0.0003239742,0.840448],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1543333,"threshold_uncertainty_score":0.5162964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05375803261989916,"score_gpt":0.4252734080305211,"score_spread":0.371515375410622,"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."}}