{"id":"W4400726749","doi":"10.26685/urncst.654","title":"MISA Case Competition 2024","year":2024,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Technology Assessment and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Competition (biology); Business; Biology; Ecology","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":[0.007682531,0.0008302935,0.0006697046,0.001391877,0.00541476,0.007631611,0.003060508,0.0129655,0.3038514],"category_scores_gemma":[0.03114654,0.0007252753,0.001404471,0.0006487401,0.001964767,0.002129743,0.006369199,0.008471902,0.1246712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005177615,"about_ca_system_score_gemma":0.01935531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009424967,"about_ca_topic_score_gemma":0.02242826,"domain_scores_codex":[0.9894735,0.001184353,0.0005179906,0.0008494367,0.006258607,0.001716094],"domain_scores_gemma":[0.9689683,0.002493883,0.0009771008,0.001461416,0.01239142,0.01370786],"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":[0.00005288763,0.0001028912,0.0005113431,0.00005171952,0.000006747031,0.0009786815,0.00004330379,0.0000577778,0.0003355778,0.004247825,0.9797127,0.01389847],"study_design_scores_gemma":[0.00001824166,0.00004215625,0.0005661874,0.00007958667,0.000002364842,0.0005505822,0.00007972364,0.0001341042,0.0001302743,0.0007768335,0.9976097,0.00001021233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007418263,0.004604027,0.004132827,0.215325,0.1420149,0.001544743,0.001825219,0.001341691,0.6217933],"genre_scores_gemma":[0.0217209,0.001627706,0.001682302,0.0615348,0.01755448,0.000746094,0.001802782,0.0004306373,0.8929003],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3038514,"threshold_uncertainty_score":0.9929715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0427692084968502,"score_gpt":0.4049688926537887,"score_spread":0.3621996841569385,"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."}}