{"id":"W4379927736","doi":"10.1126/science.adj0406","title":"Taking the lead","year":2023,"lang":"en","type":"article","venue":"Science","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Lead (geology); Environmental science; Geology; Paleontology","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":[0.02207345,0.001756703,0.002114205,0.001936813,0.01903025,0.02740407,0.003158474,0.01864308,0.05763942],"category_scores_gemma":[0.05717618,0.0007663969,0.001530163,0.001058561,0.02600782,0.02158424,0.01756192,0.05283631,0.02688793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006277076,"about_ca_system_score_gemma":0.03042657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006091889,"about_ca_topic_score_gemma":0.01223149,"domain_scores_codex":[0.9747055,0.006514547,0.0008571213,0.003644748,0.0101394,0.004138584],"domain_scores_gemma":[0.9313161,0.01102772,0.001825571,0.004946408,0.0143813,0.03650296],"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":[0.0001230806,0.0002170828,0.001151554,0.0002381743,0.0001132119,0.0004415386,0.004684373,0.0001519046,0.0009453692,0.1441347,0.8020369,0.04576215],"study_design_scores_gemma":[0.0000500044,0.0000889896,0.0003516644,0.0005585519,0.00003933543,0.0002422077,0.005682042,0.00010312,0.0003171967,0.09912638,0.8933799,0.00006058229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001806476,0.01029406,0.005048772,0.8135071,0.07936511,0.00005981241,0.00007022881,0.0002998517,0.08954853],"genre_scores_gemma":[0.07122023,0.006284774,0.006118545,0.7758411,0.02393241,0.000151116,0.0001102647,0.0008008853,0.1155406],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05763942,"threshold_uncertainty_score":0.1928231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03132775153696718,"score_gpt":0.3224555860151897,"score_spread":0.2911278344782225,"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."}}