{"id":"W6968388254","doi":"10.5281/zenodo.16876365","title":"Paragnetina immarginata","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":"Tributary; Period (music); STREAMS; Range (aeronautics); Life history; Vegetation (pathology)","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":[0.0001063433,0.0003403361,0.0002041654,0.0006827185,0.0009740234,0.000288552,0.0004358561,0.0002938582,0.006696523],"category_scores_gemma":[0.000175338,0.0001349733,0.0001361801,0.000378449,0.0004164373,0.0004891658,0.0006866179,0.0003840487,0.001764345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006109081,"about_ca_system_score_gemma":0.0003253577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01518458,"about_ca_topic_score_gemma":0.06118738,"domain_scores_codex":[0.9999111,0.000007894358,0.000003652046,0.00003999264,0.00002386376,0.00001354801],"domain_scores_gemma":[0.9999343,0.000009032295,0.00001895941,0.000007803593,0.00001855986,0.00001125133],"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":[0.001055296,0.0003402577,0.1655136,0.001522354,0.00009835364,0.004230928,0.004677524,0.001793599,0.1318662,0.0081506,0.01890403,0.6618472],"study_design_scores_gemma":[0.00005352125,0.0003691318,0.7193726,0.0002389876,0.00007006197,0.005598737,0.00172201,0.0008898262,0.004622492,0.002699748,0.2643261,0.00003688431],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.663844,0.004453379,0.003814728,0.0006773846,0.0001648202,0.0001671069,0.002483092,0.0005063909,0.3238891],"genre_scores_gemma":[0.9767421,0.0009536577,0.0020862,0.0003469511,0.00004423796,0.00004512351,0.001047857,0.00002542323,0.01870843],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01518458,"threshold_uncertainty_score":0.03019238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01422646758183671,"score_gpt":0.2045091168656467,"score_spread":0.19028264928381,"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."}}