{"id":"W4406621612","doi":"10.1038/d41586-025-00074-7","title":"Science on the go: bringing labs into the field","year":2025,"lang":"en","type":"article","venue":"Nature","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Field (mathematics); Engineering ethics; Political science; 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":[0.0277513,0.001655205,0.001487532,0.003183075,0.004449811,0.01531968,0.003421189,0.01856795,0.05518737],"category_scores_gemma":[0.04825316,0.0008454705,0.001763803,0.0020976,0.0170277,0.03172286,0.01231224,0.03021883,0.01591923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006543172,"about_ca_system_score_gemma":0.02372115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00506387,"about_ca_topic_score_gemma":0.006204255,"domain_scores_codex":[0.9813232,0.008798507,0.0008324661,0.001719303,0.005084812,0.002241715],"domain_scores_gemma":[0.9156176,0.03791402,0.003674237,0.005821967,0.0112557,0.02571652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004480603,0.0002865937,0.003416032,0.0009718966,0.0001115445,0.0005104021,0.0007741895,0.000539451,0.002676007,0.1166046,0.6321422,0.241519],"study_design_scores_gemma":[0.0001090139,0.000280482,0.001655318,0.001362127,0.00005537163,0.0003246879,0.001932985,0.0004456444,0.001106317,0.2350352,0.7575888,0.0001040255],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00139836,0.04839012,0.008174073,0.8951073,0.02208508,0.00004986437,0.0003440264,0.0005758902,0.02387539],"genre_scores_gemma":[0.0738151,0.09435821,0.02456763,0.7281176,0.0476461,0.0003002237,0.0006995059,0.0007770965,0.02971855],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05518737,"threshold_uncertainty_score":0.1846201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01170239673049036,"score_gpt":0.3302543186372077,"score_spread":0.3185519219067173,"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."}}