{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007161952,0.0009759895,0.001123766,0.003156782,0.0009968793,0.003115352,0.0017381,0.001580101,0.3176996],"category_scores_gemma":[0.00414513,0.0004906029,0.0006328612,0.003587349,0.0006332461,0.002703441,0.001473159,0.002459925,0.2830307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001687876,"about_ca_system_score_gemma":0.003102294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008753072,"about_ca_topic_score_gemma":0.02004887,"domain_scores_codex":[0.9993879,0.00005547173,0.00003256555,0.00009283621,0.0003753375,0.00005599137],"domain_scores_gemma":[0.9979091,0.0004079358,0.0001188497,0.00009756126,0.00113523,0.0003314422],"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":[0.000005975131,0.000005172786,0.00001508758,0.0001885943,0.000001813882,0.00002351529,0.00001465123,0.00001801946,0.00003132295,0.0005245059,0.9427751,0.05639631],"study_design_scores_gemma":[0.000001497805,0.000002945784,0.00005031614,0.0002147775,0.000001704761,0.00009457869,0.00001395121,0.000005553939,0.00001081912,0.0002055332,0.9993962,0.00000212629],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003179239,0.5687824,0.001069925,0.02791419,0.04743811,0.0001050091,0.002371151,0.0007057162,0.3512955],"genre_scores_gemma":[0.001563166,0.2209542,0.0008199147,0.008811207,0.009017441,0.00005923209,0.001972048,0.0002791373,0.7565237],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6823004,"threshold_uncertainty_score":0.9732187,"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."}}