{"id":"W4210795898","doi":"10.1242/jcs.250365","title":"First person – Mang Zhu","year":2020,"lang":"en","type":"article","venue":"Journal of Cell Science","topic":"RNA Research and Splicing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre","funders":"","keywords":"Biology; Selection (genetic algorithm); Artificial intelligence; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003156265,0.00003873212,0.00005627344,0.00002839947,0.00009327733,0.00003913933,0.0003389791,0.00001939128,0.00002058853],"category_scores_gemma":[0.0001486345,0.0000294023,0.00004797684,0.0001464093,0.0001045441,0.000008895995,0.00004985226,0.0000815236,0.000008727735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009787959,"about_ca_system_score_gemma":0.0001427115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002002054,"about_ca_topic_score_gemma":0.000001515845,"domain_scores_codex":[0.9993646,0.000009510309,0.0000894594,0.000096736,0.0002791085,0.0001605829],"domain_scores_gemma":[0.9995402,0.000004983675,0.00007209383,0.00006613996,0.0001046346,0.0002120143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002391772,0.000007999886,0.0005545086,0.000006572213,0.000001646787,0.00001238852,0.00006148947,0.00008526519,0.9962938,0.000005012326,0.002575665,0.0003717802],"study_design_scores_gemma":[0.0002710042,0.0006198113,0.001683249,0.000009757828,0.000002944737,0.00003593673,0.0002923909,0.001033229,0.9603887,0.000004909804,0.0355942,0.0000638976],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932298,0.0003059367,0.001140429,0.002521279,0.000056556,0.00002262415,3.976395e-7,0.000001012542,0.002721979],"genre_scores_gemma":[0.9974487,0.00009965258,0.001240614,0.0004250403,0.0002162034,1.59112e-7,1.39565e-7,0.000002855887,0.0005665999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03590509,"threshold_uncertainty_score":0.1198991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01945812242770775,"score_gpt":0.2638579377953372,"score_spread":0.2443998153676294,"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."}}