{"id":"W4248219237","doi":"10.1016/s0828-282x(08)70596-8","title":"Simplifying complexity","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002936123,0.00007969251,0.0002594232,0.00024459,0.0002525356,0.00003038903,0.0006519822,0.00005632258,0.00001334333],"category_scores_gemma":[0.0001078874,0.00007747475,0.0001273486,0.0001847681,0.0002115491,0.0002106436,0.00002509179,0.000190446,0.00002525012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001478902,"about_ca_system_score_gemma":0.001530487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001125271,"about_ca_topic_score_gemma":0.001169962,"domain_scores_codex":[0.9991219,0.0001055407,0.0002513556,0.0001199199,0.00009601657,0.0003052628],"domain_scores_gemma":[0.9988458,0.00006021577,0.0001245962,0.0002589626,0.0002282719,0.0004822213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002404712,0.00001366161,0.2845073,0.00004119122,0.0003644663,0.001920232,0.01437349,0.008891053,0.0003299832,0.1747958,0.4709531,0.04378567],"study_design_scores_gemma":[0.0005220465,0.0002096882,0.4894625,0.00001920556,0.0000155478,0.01223405,0.0002415723,0.0009117065,0.00007498634,0.04751422,0.4484868,0.0003076438],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2460878,0.0008052437,0.7265567,0.004599588,0.005104717,0.00007034082,0.000004999141,0.00002240833,0.01674823],"genre_scores_gemma":[0.9924382,0.00002545768,0.005831114,0.0003899785,0.001266933,5.651101e-7,0.000001097421,0.000004426368,0.00004221585],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7463504,"threshold_uncertainty_score":0.3159328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1247126113139831,"score_gpt":0.2729143861771577,"score_spread":0.1482017748631747,"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."}}