{"id":"W4412161780","doi":"10.12968/denn.2025.21.7.326","title":"The root cause","year":2025,"lang":"en","type":"article","venue":"Dental Nursing","topic":"Oral microbiology and periodontitis research","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Medicine; Dental nurse; Root cause analysis; Nursing; Root (linguistics); Nurse education; Linguistics; Forensic engineering","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":[0.0001159457,0.00005688304,0.0000635246,0.00003554037,0.0005035018,0.0001165469,0.0001927284,0.00006773683,0.000145487],"category_scores_gemma":[0.00003605294,0.00004202842,0.00004639184,0.0001361266,0.000229156,0.00005026736,0.0000426218,0.0001863853,0.0005780446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007426461,"about_ca_system_score_gemma":0.00002302081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004617432,"about_ca_topic_score_gemma":0.0006118574,"domain_scores_codex":[0.9994326,0.00007120064,0.00009615359,0.0001222258,0.00005920714,0.0002186557],"domain_scores_gemma":[0.9997026,0.00007129365,0.00001420247,0.0001667954,0.00001987617,0.00002526784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002637527,0.0001698913,0.5108392,0.00002405894,0.0001418801,0.0002700572,0.0002424873,0.000002377487,0.07027744,0.02152981,0.2271199,0.1691191],"study_design_scores_gemma":[0.0007614858,0.00004151857,0.8098572,0.0002541377,0.00003129752,0.0003111159,0.0007225092,0.00007085563,0.03319153,0.002519213,0.1520538,0.0001852469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654087,0.001776323,0.0001002997,0.0006565139,0.002321291,0.00008754127,0.000007645991,0.00003551182,0.0296061],"genre_scores_gemma":[0.9748027,0.00001247559,0.00001809797,0.00007111712,0.00005466792,0.000003812505,0.000009895004,0.000004761076,0.02502248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2990181,"threshold_uncertainty_score":0.7429786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01651042221547082,"score_gpt":0.3547929630823218,"score_spread":0.338282540866851,"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."}}