{"id":"W4410336890","doi":"10.1162/2e3983f5.67948943","title":"Review 1: \"Uptake and Feasibility of Task-Shifting of Xpert MTB/RIF Ultra Testing from Laboratory Technicians to Nurses to Increase Access and Reduce Time to Results: A Multi-Country Mixed Method Research\"","year":2025,"lang":"en","type":"peer-review","venue":"","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Task (project management); Medicine; Task force; Computer science; 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":[0.0326836,0.00181977,0.005859344,0.008007985,0.00160388,0.005267302,0.004036015,0.004228928,0.009394298],"category_scores_gemma":[0.2054695,0.001384814,0.003906894,0.008011012,0.002204597,0.0047104,0.003419269,0.002151597,0.002104147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006037103,"about_ca_system_score_gemma":0.0250908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007502116,"about_ca_topic_score_gemma":0.01730108,"domain_scores_codex":[0.9562968,0.01967742,0.01047307,0.001763261,0.01099273,0.0007967045],"domain_scores_gemma":[0.8174208,0.1220625,0.0212124,0.003287116,0.03420111,0.001816093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001999279,0.00002524104,0.0006345164,0.846235,0.002675298,0.00009881841,0.0006681452,0.00009279599,0.0002217859,0.0007540183,0.06018562,0.08820882],"study_design_scores_gemma":[0.0002795757,0.0001775413,0.003086651,0.8572859,0.008469378,0.00028355,0.0005532633,0.0001007253,0.0003410829,0.0004986576,0.1288673,0.00005633403],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001651838,0.9696218,0.001398346,0.01172097,0.005326667,0.004200049,0.002322166,0.000144516,0.003613737],"genre_scores_gemma":[0.0206984,0.9626796,0.001958963,0.00695708,0.001252336,0.00404979,0.001057207,0.00007906521,0.001267481],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0326836,"threshold_uncertainty_score":0.1728494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4006409024894647,"score_gpt":0.6066552324383735,"score_spread":0.2060143299489088,"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."}}