{"id":"W4206719679","doi":"10.3897/neobiota.71.77920","title":"Foundational text gets a second edition","year":2022,"lang":"en","type":"article","venue":"NeoBiota","topic":"Mediterranean and Iberian flora and fauna","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Natural language processing","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":[0.0006641858,0.0008540018,0.001167599,0.003774395,0.0008286447,0.003815715,0.001034181,0.001050458,0.2796002],"category_scores_gemma":[0.001936142,0.0003395011,0.000592208,0.003630549,0.0004868606,0.002493515,0.001269966,0.001720367,0.1550886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00168317,"about_ca_system_score_gemma":0.001736614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003317307,"about_ca_topic_score_gemma":0.007132121,"domain_scores_codex":[0.9996157,0.00003448927,0.00001860178,0.00004120556,0.0002538154,0.00003624112],"domain_scores_gemma":[0.9990984,0.0001402582,0.0000464018,0.0000738522,0.000521206,0.0001197946],"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":[0.00001174409,0.00001215169,0.00002191542,0.0003146679,0.000004296587,0.00001933273,0.00002160271,0.00003970661,0.0001487696,0.002426812,0.9051852,0.09179392],"study_design_scores_gemma":[0.000002387509,0.000005103533,0.0001004745,0.00013562,0.000003108214,0.00002687754,0.00001499338,0.000009186667,0.00003021116,0.0005678272,0.9991021,0.000002049533],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0006250484,0.1694929,0.001647589,0.01206923,0.07770167,0.0001489335,0.002092232,0.0006669917,0.7355554],"genre_scores_gemma":[0.001442021,0.03068213,0.0005130358,0.002184191,0.006924888,0.00005415822,0.0008010648,0.0002881839,0.9571103],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2796002,"threshold_uncertainty_score":0.9353558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02017494516731707,"score_gpt":0.2028147512629103,"score_spread":0.1826398060955932,"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."}}