{"id":"W4413352746","doi":"10.1007/s43678-025-01002-4","title":"Lullaby in the chaos","year":2025,"lang":"en","type":"editorial","venue":"Canadian Journal of Emergency Medicine","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Medicine Hat Regional Hospital","funders":"","keywords":"CHAOS (operating system); Medicine; Computer science; Computer security","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":[],"consensus_categories":[],"category_scores_codex":[0.01004847,0.004373231,0.004149216,0.005879887,0.006358031,0.01432354,0.003917725,0.02490149,0.01069001],"category_scores_gemma":[0.0495532,0.001203011,0.002641717,0.002432034,0.006374186,0.005748619,0.002727241,0.0329448,0.0049894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009210927,"about_ca_system_score_gemma":0.0115076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0206711,"about_ca_topic_score_gemma":0.05921808,"domain_scores_codex":[0.9915199,0.0018532,0.0008528763,0.0007114474,0.004418958,0.0006436377],"domain_scores_gemma":[0.9525393,0.02461984,0.001263059,0.0008069452,0.01440111,0.006369792],"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":[0.00001133101,0.000006273473,0.0000185398,0.0001252133,0.0000106136,0.00004813822,0.00002735414,0.0000179306,0.00000775596,0.0005983515,0.9968777,0.002250842],"study_design_scores_gemma":[0.00005072681,0.00001573523,0.0002384415,0.0006634992,0.00004692971,0.0001338144,0.0001729398,0.0001559161,0.00003624521,0.002019632,0.9964371,0.00002915383],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0000210304,0.008322502,0.00005704712,0.0608784,0.9294195,0.000008649778,0.00001859365,0.00002215412,0.001251997],"genre_scores_gemma":[0.0005813983,0.006398167,0.00005854301,0.02741008,0.9602754,0.00001477204,0.00001118644,0.00002539375,0.00522509],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02490149,"threshold_uncertainty_score":0.06683028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08212881761464143,"score_gpt":0.3572226999559597,"score_spread":0.2750938823413183,"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."}}