{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01251799,0.0003126236,0.001295645,0.0006328083,0.0001673226,0.00001872655,0.0004438242,0.0001228693,0.004492974],"category_scores_gemma":[0.0305958,0.0002495573,0.0001438106,0.002667261,0.0003874455,0.0005430763,0.0001673148,0.003353955,0.00001882651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005233101,"about_ca_system_score_gemma":0.005100851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004071764,"about_ca_topic_score_gemma":0.00001797434,"domain_scores_codex":[0.9909803,0.002447023,0.002306982,0.0003861574,0.003256566,0.0006229747],"domain_scores_gemma":[0.9900973,0.003936689,0.001966067,0.0005599439,0.002040722,0.001399245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0508506,0.02579616,0.3031264,0.001390769,0.003090686,0.06954928,0.02777947,0.0004551179,0.01323504,0.02230307,0.2974678,0.1849557],"study_design_scores_gemma":[0.01008881,0.003971258,0.006834907,0.0003349078,0.0004358528,0.0004281672,0.01287662,0.00006096365,0.00002943815,0.00007754614,0.9646209,0.0002405756],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.722485,0.08845799,0.0001271748,0.1759407,0.00621736,0.001002748,0.0002912185,0.00009229004,0.005385514],"genre_scores_gemma":[0.9788263,0.003408611,0.0004137657,0.01538333,0.001815336,0.00002851766,0.00001464493,0.00005893436,0.00005055048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6671532,"threshold_uncertainty_score":0.9999956,"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."}}