{"id":"W4414594291","doi":"10.26685/urncst.977","title":"MISA Case Competition 2025","year":2025,"lang":"en","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":"Western University","funders":"","keywords":"Competition (biology); Focus (optics); Panel discussion; Synthetic biology; Scientific progress","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":[],"consensus_categories":[],"category_scores_codex":[0.002869573,0.00009364039,0.0001644604,0.0009936842,0.0003980479,0.0001261431,0.0002370082,0.0002004716,0.000007801099],"category_scores_gemma":[0.0006536466,0.00006939174,0.00002255633,0.002595832,0.001694024,0.0001983945,0.0001324012,0.001942912,0.00000805634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001367134,"about_ca_system_score_gemma":0.0001625059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002241076,"about_ca_topic_score_gemma":0.00004596477,"domain_scores_codex":[0.9985839,0.0000505805,0.0003317128,0.000236029,0.0003218334,0.000475961],"domain_scores_gemma":[0.999165,0.0002991933,0.0000193765,0.0001126825,0.0002143622,0.0001894014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003125164,0.000239069,0.014844,0.0003001701,0.0000719941,0.001079104,0.00004669911,0.00003767862,0.004237445,0.08337502,0.01017093,0.8855667],"study_design_scores_gemma":[0.003136582,0.0006217489,0.02811136,0.001399065,0.00003700051,0.0081376,0.00172842,0.1390716,0.001309615,0.7697239,0.0460238,0.0006993306],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9285771,0.004432185,0.0002912465,0.06383965,0.001136635,0.0001220194,0.000001043513,0.0001052302,0.001494931],"genre_scores_gemma":[0.992852,0.006431813,0.000371641,0.00005423211,0.00007766898,0.000004522865,5.961804e-7,0.000003593307,0.0002039378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8848673,"threshold_uncertainty_score":0.8441094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03505579592261843,"score_gpt":0.3926321517521795,"score_spread":0.357576355829561,"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."}}