{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008522856,0.0008257114,0.0005598966,0.001526163,0.007226935,0.009605972,0.002883413,0.0105054,0.3579785],"category_scores_gemma":[0.02359159,0.0007399607,0.001166242,0.001094423,0.001681055,0.003271693,0.00838975,0.006710436,0.1505373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005037583,"about_ca_system_score_gemma":0.01949154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0144132,"about_ca_topic_score_gemma":0.0358905,"domain_scores_codex":[0.9896904,0.00131565,0.0003022131,0.0008000506,0.005856176,0.002035388],"domain_scores_gemma":[0.9834451,0.001877313,0.0004114993,0.0009335841,0.004211173,0.009121235],"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":[0.00003673861,0.00009570162,0.0002400972,0.00002852694,0.000002752423,0.0002829923,0.00006769384,0.00003969684,0.0001378038,0.007177126,0.9832112,0.008679745],"study_design_scores_gemma":[0.00001529087,0.00001866482,0.0003044135,0.00003499952,0.000001103633,0.00009407903,0.0001076016,0.00009894429,0.00008470056,0.0009329667,0.9983005,0.000006788849],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006222978,0.001134312,0.003336326,0.1023638,0.03240598,0.001345494,0.004416471,0.001834802,0.8469399],"genre_scores_gemma":[0.01655599,0.0004768497,0.002159343,0.03834839,0.003232418,0.001016128,0.004058848,0.0006158606,0.9335361],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3579785,"threshold_uncertainty_score":0.9157657,"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."}}