{"id":"W4413943049","doi":"10.1038/d41586-025-02806-1","title":"Inside a mosquito factory","year":2025,"lang":"en","type":"article","venue":"Nature","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Factory (object-oriented programming); Biology; Zoology; Computer science","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":[0.001072135,0.0007002719,0.0003201496,0.0005032183,0.006132111,0.004347287,0.0006102314,0.001766704,0.05955861],"category_scores_gemma":[0.00122829,0.0003553556,0.0005992042,0.0003608977,0.003713494,0.003616788,0.00328024,0.00678202,0.01607387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001893861,"about_ca_system_score_gemma":0.002564321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006399835,"about_ca_topic_score_gemma":0.01070666,"domain_scores_codex":[0.9991766,0.0002058105,0.00002455612,0.0001552163,0.0002544041,0.000183456],"domain_scores_gemma":[0.9988855,0.00009193074,0.00006224868,0.0001804757,0.0002188616,0.0005610096],"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":[0.0002055303,0.0002823964,0.003757887,0.0002104593,0.00004751758,0.001172847,0.006913437,0.000328827,0.005422436,0.1961993,0.7073694,0.07808983],"study_design_scores_gemma":[0.000005540898,0.00004313986,0.0007581126,0.00004865346,0.000005145933,0.000144662,0.001487147,0.0000548664,0.0003352581,0.004279527,0.9928261,0.00001194091],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02063597,0.006359349,0.006135421,0.09513049,0.02225965,0.00009273777,0.0003033491,0.0005968204,0.8484863],"genre_scores_gemma":[0.1194965,0.004362961,0.004514952,0.02733486,0.003371928,0.00004929539,0.0002528898,0.0003443591,0.8402722],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05955861,"threshold_uncertainty_score":0.1992434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004443255386138391,"score_gpt":0.288465542655985,"score_spread":0.2840222872698466,"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."}}