{"id":"W2760008153","doi":"10.5252/g2017n3a2","title":"Historical insights on nearly 130 years of research on Paleozoic radiolarians","year":2017,"lang":"en","type":"article","venue":"Geodiversitas","topic":"Paleontology and Stratigraphy of Fossils","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Research Council","keywords":"Paleozoic; Geology; Biostratigraphy; Paleontology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003422457,0.00008159155,0.0001662575,0.0001913929,0.0006421263,0.00004612034,0.00055787,0.0001335634,0.0001900457],"category_scores_gemma":[0.000112237,0.00007475185,0.00008439167,0.00008513546,0.0003231007,0.0001677368,0.00000521231,0.000331137,0.0001871683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001093436,"about_ca_system_score_gemma":0.00004243025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002946698,"about_ca_topic_score_gemma":0.001208834,"domain_scores_codex":[0.9988403,0.0001298488,0.0001089683,0.0002454249,0.0003997836,0.0002756456],"domain_scores_gemma":[0.9990772,0.0002349276,0.00008075208,0.000439796,0.00004466466,0.0001226632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003717735,0.00007014802,0.9161478,0.00001178466,0.00006458441,0.0004632667,0.0008919465,0.00003515373,0.00002369295,0.001295049,0.01600614,0.06461865],"study_design_scores_gemma":[0.0003142367,0.0007363002,0.9899684,0.00001566468,0.00001024451,0.000002867213,0.0001051501,0.00002170292,0.0000350671,0.000798242,0.007907765,0.0000843157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8363593,0.001199841,0.000001514478,0.0003877952,0.0003992483,0.00007970304,0.00002603584,0.00002264821,0.1615239],"genre_scores_gemma":[0.9995949,0.00004809169,0.00006025347,0.00002287099,0.00008150558,2.216727e-7,0.000003693409,7.09957e-7,0.0001877168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1632356,"threshold_uncertainty_score":0.4938782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07687243919255275,"score_gpt":0.2874792675335883,"score_spread":0.2106068283410356,"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."}}