{"id":"W4409280392","doi":"10.1098/rspb.2025.0221","title":"Record of Foraminifera test composition throughout the Phanerozoic","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Royal Society B Biological Sciences","topic":"Paleontology and Stratigraphy of Fossils","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Phanerozoic; Foraminifera; Extinction event; Paleontology; Origination; Calcareous; Cenozoic; Paleozoic; Mesozoic; Extinction (optical mineralogy); Geology; Benthic zone; Species richness; Oceanography; Biodiversity; Ecology; Biology","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":[0.0002400562,0.0001908907,0.0002031891,0.001798036,0.0004139448,0.0004539313,0.000185622,0.0001796381,0.001294681],"category_scores_gemma":[0.0008017928,0.0001438637,0.0001628042,0.001020045,0.0004175259,0.0003715419,0.0005042076,0.0002187491,0.000236082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003161646,"about_ca_system_score_gemma":0.0001517717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009686835,"about_ca_topic_score_gemma":0.01760672,"domain_scores_codex":[0.9998671,0.00001688734,0.00001251156,0.00005625501,0.00002605877,0.00002109557],"domain_scores_gemma":[0.9993988,0.00005660227,0.000300614,0.00005665206,0.0001149945,0.00007232998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002822434,0.000004106396,0.9880498,0.00002002457,0.00004240076,0.00004114697,0.0003007537,0.0001540814,0.003201205,0.00007379726,0.00007642807,0.008008051],"study_design_scores_gemma":[4.595454e-7,0.000008004703,0.999429,0.000002531287,0.000006935168,0.00006905361,0.00005457331,0.00005551842,0.0001513201,0.00001172745,0.0002094402,0.000001340737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99858,0.000341432,0.00007765,0.00001223128,0.000001329479,0.00000128029,0.0003598729,0.000006094373,0.0006201657],"genre_scores_gemma":[0.9990847,0.0001729854,0.00008923501,0.000003443429,0.000002641201,0.000001536393,0.0004347186,0.000001674254,0.0002091023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009686835,"threshold_uncertainty_score":0.01926088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02377525080254487,"score_gpt":0.2622355943234415,"score_spread":0.2384603435208967,"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."}}