{"id":"W4409998410","doi":"10.11646/zootaxa.5631.2.8","title":"Descriptions of the immature stages of Microvelia pulchella Westwood, 1834 (Hemiptera: Heteroptera: Gerridae)","year":2025,"lang":"en","type":"article","venue":"Zootaxa","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heteroptera; Biology; Gerridae; Hemiptera; Zoology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001160275,0.0005335558,0.0002331136,0.001893093,0.0004966136,0.0002367201,0.0003873897,0.0002058735,0.002549734],"category_scores_gemma":[0.0004440461,0.0002890812,0.0002200029,0.0007552778,0.0002737483,0.0005640306,0.0003573918,0.0004137835,0.0005966895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002504937,"about_ca_system_score_gemma":0.0002471977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003057199,"about_ca_topic_score_gemma":0.01218212,"domain_scores_codex":[0.999851,0.000012803,0.00004408148,0.00003363016,0.0000401882,0.00001827544],"domain_scores_gemma":[0.9994994,0.00009671914,0.0002507541,0.00002862292,0.00007673241,0.00004771635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005226857,0.0002756065,0.40338,0.002993233,0.0001025779,0.006170281,0.007373223,0.0005909546,0.2326041,0.00142501,0.003869297,0.3406931],"study_design_scores_gemma":[0.000008269029,0.0002444022,0.9608563,0.0001931053,0.00004816472,0.005696417,0.0008938335,0.0001308049,0.006623493,0.0001368357,0.02515071,0.00001779881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9483709,0.009959102,0.00336915,0.00009587147,0.0001340712,0.0005734864,0.005426099,0.0001425736,0.0319288],"genre_scores_gemma":[0.9705254,0.004903873,0.01368223,0.0001147091,0.00005343519,0.000256009,0.004271667,0.00004146317,0.006151186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003057199,"threshold_uncertainty_score":0.008529723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01269177079330202,"score_gpt":0.2212964612564937,"score_spread":0.2086046904631917,"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."}}