{"id":"W6911565939","doi":"10.5281/zenodo.12190779","title":"Lepturges (Lepturges) angulatus","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Genus; Type (biology); Taxonomy (biology); Key (lock)","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":[0.0001952559,0.0009529777,0.0003108902,0.001285124,0.001674097,0.0005496324,0.0004181239,0.0004628954,0.01272284],"category_scores_gemma":[0.0003517238,0.0001916415,0.0001413851,0.0006509465,0.0005515931,0.0009378425,0.0008698406,0.0004764778,0.004369894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000586807,"about_ca_system_score_gemma":0.000264501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0090274,"about_ca_topic_score_gemma":0.02295178,"domain_scores_codex":[0.9998419,0.00003094053,0.00001284294,0.00004578421,0.00004276806,0.00002571609],"domain_scores_gemma":[0.9998637,0.00002115644,0.00005012357,0.000008378361,0.0000383913,0.00001816599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008918556,0.0003357192,0.07951474,0.0009294067,0.00008968786,0.005167668,0.001654428,0.001428651,0.03833725,0.008320616,0.04736887,0.8159611],"study_design_scores_gemma":[0.0002134136,0.0006150524,0.4253073,0.001105236,0.0001979314,0.01047954,0.002290322,0.002086455,0.005084347,0.003714724,0.5488308,0.0000748846],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5417975,0.02806792,0.007333913,0.001429286,0.0008100323,0.0004734766,0.002910461,0.0009118884,0.4162656],"genre_scores_gemma":[0.9458794,0.005179089,0.003370961,0.0009570331,0.0003236582,0.0001752226,0.001447675,0.00002903825,0.04263806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01272284,"threshold_uncertainty_score":0.04256219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01962344849015527,"score_gpt":0.2051842573113548,"score_spread":0.1855608088211995,"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."}}