{"id":"W2125933900","doi":"10.1034/j.1601-5037.2003.00049.x","title":"Quality assurance and dental hygiene","year":2003,"lang":"en","type":"article","venue":"International Journal of Dental Hygiene","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Quality assurance; Dental hygiene; Medicine; Quality (philosophy); Hygiene; Public health; Health care; Medical education; Environmental health; Nursing; Public relations; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001970248,0.0001270995,0.0002893497,0.0001348376,0.0001514351,0.0000285985,0.0003047232,0.0001138704,0.00149995],"category_scores_gemma":[0.004279824,0.0001033736,0.0001065365,0.00009628245,0.0001150973,0.0005125377,0.00009012262,0.0006184967,0.0001365523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001924959,"about_ca_system_score_gemma":0.0002239631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008628822,"about_ca_topic_score_gemma":0.0001346094,"domain_scores_codex":[0.9970568,0.0006236513,0.0009629863,0.0001660794,0.000936313,0.000254139],"domain_scores_gemma":[0.9971332,0.001209327,0.000690623,0.0001316208,0.0005907688,0.0002444386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003405343,0.0004290304,0.9715174,0.00007708888,0.0001862462,0.0002021092,0.001172873,0.000005162723,0.004093661,0.01221855,0.003839753,0.005917613],"study_design_scores_gemma":[0.00606261,0.0004143803,0.7009884,0.0007529031,0.00007359792,0.001112888,0.01923653,0.00002958174,0.004286597,0.005656409,0.2609737,0.0004124515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810843,0.0005686712,0.0005499841,0.003672845,0.003868617,0.0001270659,0.00001609619,0.00001300789,0.01009935],"genre_scores_gemma":[0.9955484,0.000270936,0.00155729,0.001087622,0.0006021103,0.000005028609,0.000003901601,0.00001162912,0.0009131196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.270529,"threshold_uncertainty_score":0.9994128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05293947370251217,"score_gpt":0.4521989474558071,"score_spread":0.3992594737532949,"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."}}