{"id":"W1996800680","doi":"10.1097/00134384-200203000-00009","title":"Provider-Performed Microscopy (PPM) Testing","year":2002,"lang":"en","type":"article","venue":"Point of Care The Journal of Near-Patient Testing & Technology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Accreditation; Documentation; Certificate; Test (biology); Specialty; Certification; Medical education; Medicine; Commission; Family medicine; Medical physics; Business; Computer science; Management","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0009640031,0.0002014162,0.0006813672,0.0002038057,0.0001877206,0.00002514825,0.0003254998,0.0001977882,0.00005964114],"category_scores_gemma":[0.02731031,0.0001307427,0.0001404237,0.0008414275,0.0004035188,0.0001605813,0.0001250441,0.001099608,0.00001627338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001080424,"about_ca_system_score_gemma":0.0002363827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002991117,"about_ca_topic_score_gemma":0.000005646034,"domain_scores_codex":[0.9974529,0.0001694044,0.001405237,0.0001683201,0.0004619594,0.0003422453],"domain_scores_gemma":[0.9923205,0.002958284,0.001964875,0.0004770569,0.002159761,0.0001195032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001458109,0.001238299,0.2895414,0.0009712209,0.0004642493,0.0002792703,0.005381658,0.0002895036,0.1947549,0.0001491191,0.002169868,0.5033025],"study_design_scores_gemma":[0.04510481,0.2165095,0.07277194,0.02389466,0.01039297,0.02524218,0.05581114,0.0561055,0.36297,0.00549766,0.1222071,0.003492619],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852583,0.00303018,0.0001003838,0.009820169,0.0002468007,0.0003916429,0.000005252856,0.00008760369,0.001059709],"genre_scores_gemma":[0.974921,0.00004377315,0.02405751,0.0007982132,0.0001297779,0.00000378667,6.229045e-7,0.00002792816,0.00001739291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4998098,"threshold_uncertainty_score":0.9808831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06146523261045986,"score_gpt":0.3294263311651777,"score_spread":0.2679610985547178,"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."}}