{"id":"W4409057376","doi":"10.30699/mmlj17.7.1.40","title":"Challenges of Conducting Point-Of-Care Testing Operations In The Municipal Public Health System Based Ambulatory Care Clinics In New York City","year":2024,"lang":"en","type":"article","venue":"Modern Medical Laboratory Journal","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ambulatory; Point of care; Ambulatory care; Health care; Point-of-care testing; Public health; Point (geometry); Public health care; Medicine; Nursing; Medical emergency; Family medicine; Political science; Health policy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0111347,0.000226011,0.0009028324,0.0003042326,0.0001536327,0.00009143377,0.0003998897,0.0003211034,0.00006185495],"category_scores_gemma":[0.01027275,0.0001605551,0.0001622677,0.0009665047,0.0001742029,0.0002947416,0.00005492578,0.002570685,0.000002630912],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003463425,"about_ca_system_score_gemma":0.0123988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002039813,"about_ca_topic_score_gemma":0.002153604,"domain_scores_codex":[0.9935387,0.002205523,0.002111028,0.0003778703,0.001313268,0.0004536431],"domain_scores_gemma":[0.9942156,0.003332393,0.0004618757,0.000509967,0.0008121772,0.0006679753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001056786,0.002761521,0.1586105,0.02242304,0.0007123454,0.003888449,0.2473012,0.003031031,0.0007473244,0.03176434,0.0007773195,0.5269262],"study_design_scores_gemma":[0.02055068,0.005144135,0.0329344,0.03959868,0.0005864785,0.0006908241,0.5310563,0.3373699,0.0001118327,0.0002707802,0.03048846,0.001197526],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8394493,0.1228152,0.001044532,0.03457882,0.000820779,0.0006721406,0.00008070949,0.00007147507,0.0004670172],"genre_scores_gemma":[0.995393,0.0002884365,0.001400462,0.002228511,0.0006328743,0.00001005022,0.00001162517,0.00003236509,0.000002613252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5257287,"threshold_uncertainty_score":0.9997304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3184476877393014,"score_gpt":0.4347949686395338,"score_spread":0.1163472809002323,"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."}}