{"id":"W4312215786","doi":"10.4102/ajlm.v12i1.1921","title":"Medical laboratory practice in Malawi – Current status","year":2022,"lang":"en","type":"article","venue":"African Journal of Laboratory Medicine","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montfort Hospital","funders":"","keywords":"Current (fluid); Medicine; Intensive care medicine; Medical physics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003757841,0.0002376801,0.0004064262,0.002114193,0.0005563733,0.002534611,0.001502341,0.001081437,0.01707882],"category_scores_gemma":[0.01087193,0.000251447,0.0003018369,0.006326328,0.001049588,0.002049297,0.001537381,0.0009841997,0.001358374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004294671,"about_ca_system_score_gemma":0.01161296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04056108,"about_ca_topic_score_gemma":0.05426383,"domain_scores_codex":[0.9978226,0.0008311957,0.0004174113,0.0001808443,0.0003321485,0.0004158661],"domain_scores_gemma":[0.9842403,0.00434935,0.00605997,0.0002507279,0.003078483,0.002021143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005526013,0.0004798742,0.121445,0.02680819,0.0001726078,0.000679812,0.002381959,0.0004704437,0.001122206,0.005670427,0.08210535,0.7581116],"study_design_scores_gemma":[0.0001181418,0.00063968,0.4549721,0.02604152,0.0002272161,0.001105595,0.005858785,0.0005856539,0.0005282862,0.0009272104,0.508939,0.00005681708],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.05246871,0.8074216,0.0009003456,0.1104759,0.001961976,0.000152606,0.005298581,0.0001667436,0.02115351],"genre_scores_gemma":[0.3342119,0.6459598,0.002118844,0.006720621,0.002798586,0.0001682837,0.003464058,0.00002238391,0.004535576],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04056108,"threshold_uncertainty_score":0.08064997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03842062882184552,"score_gpt":0.4006737641990947,"score_spread":0.3622531353772492,"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."}}