{"id":"W4403604104","doi":"10.1080/01916122.2024.2419769","title":"AASP-TPS Medal for Scientific Excellence to Dr James B. Riding","year":2024,"lang":"en","type":"article","venue":"Palynology","topic":"Paleontology and Stratigraphy of Fossils","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada; Natural Resources Canada","funders":"","keywords":"Medal; Excellence; Management; Library science; Philosophy; Engineering; History; Archaeology; Computer science; Epistemology; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000423006,0.0001209929,0.0001652135,0.0002010341,0.0002973477,0.00009844296,0.0002722345,0.000126685,0.000429122],"category_scores_gemma":[0.0001086135,0.0001017269,0.00008867057,0.0003407435,0.0002836727,0.0001248423,0.000003744233,0.000135448,0.0003389716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002222901,"about_ca_system_score_gemma":0.0000616352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001681858,"about_ca_topic_score_gemma":0.00325293,"domain_scores_codex":[0.9987625,0.00005083371,0.0001707919,0.0004674821,0.0001063694,0.0004420056],"domain_scores_gemma":[0.999262,0.0003959941,0.00002230429,0.0001735626,0.0000223964,0.0001236822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001172456,0.00001959441,0.176021,0.000105441,0.0001056171,0.0001195408,0.001998802,0.0001988654,0.002330327,0.003689868,0.03642083,0.7788729],"study_design_scores_gemma":[0.0002536388,0.0004832877,0.7452333,0.00005759354,0.00004862826,0.00009586172,0.0003407217,0.009332392,0.001642086,0.01492752,0.22715,0.0004349186],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8728822,0.0464825,0.005309148,0.008158923,0.007079463,0.000503075,0.0001408363,0.000298246,0.05914554],"genre_scores_gemma":[0.9974777,0.00003346083,0.001466089,0.0001046211,0.000132047,0.000008851748,0.00001692123,0.000001225112,0.0007591372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.778438,"threshold_uncertainty_score":0.4698585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03377763567810058,"score_gpt":0.2684423737904694,"score_spread":0.2346647381123688,"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."}}