{"id":"W4406202386","doi":"10.29173/bluejay6403","title":"Nature Saskatchewan Member Spotlight: Ruth Smith","year":2024,"lang":"en","type":"article","venue":"Blue Jay","topic":"Invertebrate Taxonomy and Ecology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001333995,0.000114416,0.0001194524,0.00000971248,0.0001211176,0.00008033186,0.0001600052,0.0002525898,0.003546915],"category_scores_gemma":[0.0000101875,0.00003705059,0.00008531256,0.0002257228,0.00003810324,0.0001053724,0.00004737793,0.0002830191,0.001332594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002292425,"about_ca_system_score_gemma":0.00002118271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008681235,"about_ca_topic_score_gemma":0.001765859,"domain_scores_codex":[0.9992393,0.00003559032,0.000111582,0.0002662739,0.00008266292,0.0002645466],"domain_scores_gemma":[0.9997653,0.00008411717,0.00001841551,0.0000437212,0.00001835961,0.00007009479],"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":[0.0001028225,0.0003225262,0.01056695,0.000147729,0.0002387295,0.0006119811,0.002918873,0.00001725478,0.09460214,0.01851336,0.5583021,0.3136556],"study_design_scores_gemma":[0.00004330032,0.00007872035,0.01155124,0.00001971018,0.00001231339,0.00002363688,0.0006848321,0.0001553731,0.005688075,0.000624928,0.9809524,0.0001654412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778162,0.000782203,0.000001960946,0.004122754,0.0008732035,0.0001036687,0.00002415338,0.0001900143,0.01608587],"genre_scores_gemma":[0.9879835,0.0000180659,0.00005551894,0.001113843,0.0007101101,0.00001386142,0.00002433984,0.000001013944,0.01007977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4226504,"threshold_uncertainty_score":0.999445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0122460061740064,"score_gpt":0.2091333428330049,"score_spread":0.1968873366589985,"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."}}