{"id":"W6949348645","doi":"10.5281/zenodo.15218730","title":"Psilocephala vicina","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal British Columbia Museum","funders":"","keywords":"Firth; Taiga; Boreal; Permafrost; Aerial photos; Lake district","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001220822,0.0003758097,0.000135183,0.0006704089,0.000514687,0.000246172,0.0003591178,0.0001944583,0.01311638],"category_scores_gemma":[0.0001709171,0.0001097896,0.00009952634,0.0003827893,0.0001518883,0.0003709398,0.0005612915,0.0002139233,0.003822094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006157142,"about_ca_system_score_gemma":0.0002777501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01475225,"about_ca_topic_score_gemma":0.04649927,"domain_scores_codex":[0.9999115,0.000008736152,0.000005196877,0.00004129042,0.00002170818,0.00001144509],"domain_scores_gemma":[0.9999262,0.000004392254,0.00001750237,0.000009491504,0.00002361882,0.00001872334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008589316,0.0001506316,0.1245181,0.001067757,0.0001641017,0.001822954,0.002375065,0.001027774,0.3165318,0.004849303,0.0501136,0.49652],"study_design_scores_gemma":[0.00003643349,0.0005477481,0.7102202,0.0002394142,0.00007254569,0.003599564,0.001245855,0.0007398045,0.005472189,0.0004347481,0.2773677,0.00002379484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6357471,0.007108047,0.002243711,0.0004989676,0.0001761974,0.0002224968,0.01080514,0.0004820945,0.3427163],"genre_scores_gemma":[0.9357448,0.001144694,0.002018135,0.0005229064,0.00002572621,0.00007179299,0.006177084,0.0000528423,0.05424191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01475225,"threshold_uncertainty_score":0.04387867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01801462722343189,"score_gpt":0.2391305896698147,"score_spread":0.2211159624463828,"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."}}