{"id":"W4416449306","doi":"10.1093/jimmun/vkaf283.1759","title":"Catalyzing Collaborative Science: Empowering Undergraduate Immunologists for Cross-disciplinary Success 4024","year":2025,"lang":"en","type":"article","venue":"The Journal of Immunology","topic":"Ideological and Political Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Scholarship; Problem-based learning; Professional development; Scholarship of Teaching and Learning; Undergraduate education; Higher education","routes":{"ca_aff":true,"ca_fund":false,"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":[0.009958767,0.0003765847,0.0002508644,0.001272197,0.005552802,0.009132897,0.001469899,0.001764332,0.01565528],"category_scores_gemma":[0.01830391,0.0002762177,0.0004430054,0.0005839067,0.003497989,0.003044323,0.01680576,0.00295269,0.002595882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002768555,"about_ca_system_score_gemma":0.01105259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007296674,"about_ca_topic_score_gemma":0.00244089,"domain_scores_codex":[0.9917399,0.005489442,0.0002278296,0.0003435976,0.00101481,0.001184361],"domain_scores_gemma":[0.9752299,0.005538865,0.0020516,0.001378055,0.001650319,0.01415123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001632909,0.006829189,0.07313927,0.001072061,0.00004547221,0.0007909658,0.2312741,0.001288499,0.009630503,0.06580541,0.1144488,0.4955125],"study_design_scores_gemma":[0.00018101,0.001376187,0.05085505,0.001302933,0.00006449226,0.000722534,0.2899092,0.00396051,0.006722213,0.06603777,0.5787394,0.0001287014],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7862772,0.001000114,0.03296997,0.05031161,0.001067641,0.0008509043,0.0001084732,0.0007170726,0.1266971],"genre_scores_gemma":[0.9657322,0.0005783332,0.01972157,0.002425399,0.0001759689,0.0005421687,0.00006380506,0.00005600572,0.01070447],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01565528,"threshold_uncertainty_score":0.05266768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02399936878577336,"score_gpt":0.4285358411494698,"score_spread":0.4045364723636964,"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."}}