{"id":"W4311646506","doi":"10.5195/names.2022.2447","title":"Book Review","year":2022,"lang":"en","type":"article","venue":"Names","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005542554,0.00003025151,0.00006151928,9.545073e-7,0.0002282718,0.000004290916,0.0000813043,0.000004203196,0.009915514],"category_scores_gemma":[0.000007864855,0.000009104133,0.00003222879,0.00007270494,0.000007430934,0.0000167237,0.00007831935,0.00004045173,0.00004106626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005267824,"about_ca_system_score_gemma":8.01276e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001186263,"about_ca_topic_score_gemma":0.00001843225,"domain_scores_codex":[0.9997151,0.00001835929,0.0000427596,0.00006601099,0.000085174,0.00007253188],"domain_scores_gemma":[0.9999336,0.00002799015,0.00001533928,0.000004916673,0.000004961997,0.00001317007],"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":[0.000001798697,0.000009367986,0.001041826,0.000005742991,0.000002198055,0.000002682523,0.000004536158,3.716598e-8,0.003280639,0.00003507574,0.9789154,0.01670068],"study_design_scores_gemma":[0.000009424026,0.00005368154,0.02017864,0.00001236321,0.000002643656,0.000004159318,0.00002413791,5.476003e-7,0.00003154432,0.00002063817,0.9796256,0.0000365853],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.05417851,0.9184884,1.82256e-8,0.01760251,0.00003904562,0.00008842209,0.00004982368,0.00005640505,0.009496853],"genre_scores_gemma":[0.4288612,0.2254183,0.0000149858,0.2684201,0.0006017007,0.0001990319,0.00009884928,9.342695e-7,0.07638483],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6930701,"threshold_uncertainty_score":0.9909896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03682006862019738,"score_gpt":0.2140235179567793,"score_spread":0.1772034493365819,"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."}}