{"id":"W4399692830","doi":"10.1163/15685411-bja10335","title":"Unveiling novel and known Cryptaphelenchus species from China and USA","year":2024,"lang":"en","type":"article","venue":"Nematology","topic":"Nematode management and characterization studies","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Biology; Taxonomy (biology); Bark (sound); Phylogenetic tree; Nematology; Botany; Zoology; Bark beetle; Ecology; Nematode","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":[0.0001504064,0.0003907044,0.0002120846,0.001608951,0.0007036059,0.0002498921,0.0001613449,0.000229934,0.0005679736],"category_scores_gemma":[0.0001604673,0.0001140562,0.0001632166,0.0008258463,0.0003448417,0.0002935578,0.000448783,0.0002350524,0.00007353361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003986244,"about_ca_system_score_gemma":0.0006559661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01643904,"about_ca_topic_score_gemma":0.0434262,"domain_scores_codex":[0.999871,0.00001123373,0.00001306833,0.00004262992,0.00002966906,0.00003236917],"domain_scores_gemma":[0.9998401,0.00001728655,0.00005426282,0.00001067255,0.00003621823,0.00004135423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002290811,0.00007306025,0.8151457,0.0004009925,0.00006589751,0.001696842,0.002288727,0.0002186226,0.1282327,0.0002612344,0.0002675284,0.05111967],"study_design_scores_gemma":[0.000005919136,0.00009026779,0.9919919,0.00003770232,0.00003259663,0.001189927,0.0009505532,0.0002620391,0.001987108,0.00006419751,0.003378608,0.000009230745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980761,0.0005338424,0.0002380258,0.00003106353,0.000008335161,0.00002277595,0.0002031015,0.000006644724,0.0008801381],"genre_scores_gemma":[0.9972923,0.0004225308,0.001176292,0.00005108814,0.00001004655,0.00001308697,0.000532889,0.00000168293,0.0004999713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01643904,"threshold_uncertainty_score":0.03268671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01860705520646616,"score_gpt":0.2138083781199729,"score_spread":0.1952013229135067,"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."}}