{"id":"W6930899961","doi":"10.5281/zenodo.16876444","title":"Isoperla slossonae","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; Voltinism; STREAMS; Cape; Coastal plain; Pluvial","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":[0.0001488031,0.0004240242,0.0002083312,0.001074901,0.0007444432,0.0004839545,0.0003135994,0.0002695986,0.009025758],"category_scores_gemma":[0.0003522033,0.0001934465,0.0001665452,0.0002835515,0.000301857,0.0005506722,0.000981099,0.0003877291,0.002651116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003211645,"about_ca_system_score_gemma":0.000465422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005238494,"about_ca_topic_score_gemma":0.01173084,"domain_scores_codex":[0.999841,0.0000145802,0.00001787641,0.00005717276,0.0000401993,0.00002918028],"domain_scores_gemma":[0.999819,0.00002577362,0.00006041908,0.0000169598,0.00005625359,0.00002159692],"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":[0.0008414914,0.000307609,0.2101816,0.001761911,0.00009970859,0.001786123,0.003048609,0.001397482,0.09928795,0.003906898,0.01814313,0.6592373],"study_design_scores_gemma":[0.000105157,0.0004548034,0.741716,0.0006879155,0.0001041489,0.00520661,0.002571312,0.00104936,0.00791701,0.00149089,0.2386544,0.00004245661],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8187097,0.00472233,0.005033827,0.000360405,0.0002286033,0.0002095157,0.002493268,0.0004365799,0.1678059],"genre_scores_gemma":[0.9599559,0.002042291,0.004597785,0.0003596939,0.00007939467,0.00008579879,0.002733595,0.00002708123,0.03011847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009025758,"threshold_uncertainty_score":0.03019416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01604357999114895,"score_gpt":0.2059962309298467,"score_spread":0.1899526509386977,"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."}}