{"id":"W6893506267","doi":"10.5281/zenodo.16876163","title":"Paraleuctra sara","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":"West virginia; Appalachian Region; George (robot); White (mutation); New england","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":[0.00008777536,0.0004104782,0.0002537513,0.0007561129,0.0006845206,0.0003401426,0.0003691257,0.000345572,0.01496171],"category_scores_gemma":[0.0002342111,0.0001622915,0.0001708016,0.0004225707,0.0003374741,0.0008635667,0.0005838185,0.0005180333,0.003951308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002741625,"about_ca_system_score_gemma":0.0002364663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003437683,"about_ca_topic_score_gemma":0.01057713,"domain_scores_codex":[0.9998635,0.00001170656,0.00001095292,0.00004966591,0.00004514971,0.00001901997],"domain_scores_gemma":[0.9998415,0.00002852016,0.00004689282,0.00001752058,0.00004210844,0.00002356035],"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":[0.0008404402,0.0003784352,0.11367,0.00177119,0.00008201317,0.005764336,0.003379036,0.001602976,0.2190336,0.003765805,0.0157263,0.6339858],"study_design_scores_gemma":[0.0000808373,0.001144752,0.7572752,0.0005527705,0.00009763885,0.01271817,0.002920494,0.002908977,0.01190418,0.001727439,0.2086186,0.00005100601],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7286878,0.004796333,0.006315685,0.0005712056,0.0001674089,0.000258709,0.002916966,0.0009099562,0.255376],"genre_scores_gemma":[0.9800862,0.0009076559,0.002239384,0.0002529967,0.00004931378,0.0000515275,0.001223789,0.00003109215,0.01515814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01496171,"threshold_uncertainty_score":0.05005193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754354073996515,"score_gpt":0.2083099867457934,"score_spread":0.1907664460058282,"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."}}