{"id":"W6931082777","doi":"10.5281/zenodo.16876120","title":"Allocapnia vivipara","year":2025,"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":"Foothills; Ecoregion; STREAMS; Range (aeronautics); Elevation (ballistics)","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":[0.0001246313,0.0003048216,0.0001909617,0.001007496,0.0008917871,0.0003743391,0.0003364254,0.0001732617,0.004601473],"category_scores_gemma":[0.0002632737,0.0001078625,0.00007837367,0.0005395516,0.000266075,0.0002807057,0.0006684169,0.0002591578,0.0008722109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002114323,"about_ca_system_score_gemma":0.0001692388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002997509,"about_ca_topic_score_gemma":0.009776159,"domain_scores_codex":[0.9998602,0.00001209207,0.000007309981,0.00004609224,0.00003977441,0.00003452802],"domain_scores_gemma":[0.9998379,0.00001705923,0.00005771889,0.00001395128,0.00003559704,0.00003776824],"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":[0.0006408693,0.0002149318,0.2490268,0.0005558222,0.0001118453,0.001554857,0.003698394,0.0006367515,0.203189,0.004443551,0.0104426,0.5254845],"study_design_scores_gemma":[0.00003052999,0.0006210346,0.8696234,0.0001469941,0.00007366599,0.005500105,0.00186787,0.001069612,0.00952481,0.002832819,0.1086574,0.00005187045],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9205812,0.001597775,0.002449092,0.0001008385,0.00004343941,0.00008301288,0.001705647,0.0001247336,0.07331432],"genre_scores_gemma":[0.989238,0.0003884356,0.001925436,0.0001442164,0.00003478392,0.00005469826,0.0008880665,0.00001863824,0.007307666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004601473,"threshold_uncertainty_score":0.0153935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01588013974186024,"score_gpt":0.2069371432391672,"score_spread":0.191057003497307,"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."}}