{"id":"W2044093179","doi":"10.3126/jpn.v4i8.11603","title":"Pathology Laboratories and Infection Prevention and Control","year":2014,"lang":"en","type":"article","venue":"Journal of Pathology of Nepal","topic":"Dental Research and COVID-19","field":"Dentistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Infection control; Personal protective equipment; Hygiene; Medical emergency; Health care; Best practice; Intensive care medicine; Environmental health; Infectious disease (medical specialty); Disease; Pathology; Coronavirus disease 2019 (COVID-19)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009204047,0.00007430614,0.000265437,0.0001386899,0.00005229681,0.00001903152,0.00005895009,0.0001224517,0.00003507908],"category_scores_gemma":[0.001111351,0.00006301553,0.00005202193,0.00007352985,0.0002432275,0.0001637286,0.00003844839,0.0002146046,0.000005171188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001536065,"about_ca_system_score_gemma":0.00005576788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007930529,"about_ca_topic_score_gemma":0.00005770744,"domain_scores_codex":[0.9989044,0.0003766058,0.000315367,0.0001023942,0.0001640826,0.0001371684],"domain_scores_gemma":[0.9990941,0.0002171267,0.0003173814,0.00007973318,0.0001862723,0.0001053564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001316556,0.0002648513,0.7554865,0.0001889574,0.0001190685,0.002343524,0.0003876832,0.000006258354,0.1946049,0.005902305,0.001797356,0.03758207],"study_design_scores_gemma":[0.003674913,0.002396638,0.9636537,0.00003064819,0.00006911008,0.008337022,0.00008749763,0.00004309323,0.001086567,0.01866499,0.001874718,0.00008109249],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915884,0.0006951146,0.006947904,0.0001621121,0.0003764647,0.00005722504,0.000008035518,0.000005409325,0.0001593028],"genre_scores_gemma":[0.9991904,0.0001906152,0.0002883308,0.0001256253,0.0001048881,0.000001670874,0.000001011422,0.000005767432,0.00009166808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2081672,"threshold_uncertainty_score":0.2569699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01278886557061016,"score_gpt":0.325523534626322,"score_spread":0.3127346690557118,"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."}}