{"id":"W4212883294","doi":"10.1242/bio.044321","title":"First person – Gigi Lau and Nick Barts","year":2019,"lang":"en","type":"article","venue":"Biology Open","topic":"Sulfur Compounds in Biology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Poeciliidae; Biology; Fish <Actinopterygii>; Poecilia; Library science; Zoology; Fishery; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005099676,0.00152898,0.001434651,0.001893458,0.006021903,0.00659236,0.001419719,0.004062425,0.1741596],"category_scores_gemma":[0.03782709,0.000830102,0.000446783,0.0009595132,0.00242947,0.005611122,0.005180814,0.009402618,0.1683964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003691292,"about_ca_system_score_gemma":0.004245014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003840548,"about_ca_topic_score_gemma":0.005275133,"domain_scores_codex":[0.9941386,0.001431359,0.0002352225,0.001096638,0.002541319,0.0005567957],"domain_scores_gemma":[0.9619995,0.003869254,0.001510479,0.001548822,0.01434747,0.01672444],"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":[0.000020417,0.00001980994,0.0001207264,0.00005023297,0.000001907402,0.0001862317,0.001241044,0.0000101765,0.0002771482,0.0004673573,0.9893645,0.008240332],"study_design_scores_gemma":[0.000004300795,0.00001448819,0.0002551829,0.00008785978,0.000001064553,0.0003151848,0.003091374,0.00003232498,0.0001050425,0.000379486,0.9956939,0.0000197687],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007568278,0.01583518,0.005037794,0.6673443,0.1761562,0.0005499831,0.003463565,0.004052139,0.1199925],"genre_scores_gemma":[0.04980952,0.004885914,0.003603899,0.1893024,0.01679539,0.001127105,0.0008779188,0.002666431,0.7309314],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1741596,"threshold_uncertainty_score":0.5826219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02112247923100735,"score_gpt":0.2763487227026851,"score_spread":0.2552262434716778,"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."}}