{"id":"W6931434985","doi":"10.5281/zenodo.16876396","title":"Isogenoides hansoni","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":"Plateau (mathematics); Appalachian Region; Bioregion; Foothills; West virginia; 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":[0.0000827683,0.0005260883,0.0001554126,0.001065187,0.0008432624,0.0002894546,0.0002856329,0.0002065174,0.007722483],"category_scores_gemma":[0.0001686659,0.0001410983,0.0001244573,0.0005750925,0.0003156592,0.0005169886,0.0006427912,0.0003152568,0.001889781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005506707,"about_ca_system_score_gemma":0.0003498899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02014345,"about_ca_topic_score_gemma":0.04146745,"domain_scores_codex":[0.9999101,0.000006240277,0.000005784582,0.00002954871,0.00002277654,0.00002544747],"domain_scores_gemma":[0.9999245,0.000009730398,0.0000245813,0.0000090154,0.00001680121,0.00001536836],"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":[0.0005838313,0.0003626692,0.2278379,0.0008468836,0.00006024637,0.003638081,0.004459268,0.00136798,0.07802099,0.009491953,0.02152488,0.6518053],"study_design_scores_gemma":[0.00004523884,0.0002863022,0.7709234,0.0002702032,0.00007910295,0.004059688,0.002845146,0.0008597704,0.007244748,0.001912543,0.2114272,0.0000466707],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6845623,0.003796202,0.003851944,0.0003649019,0.0002352872,0.0002609376,0.002341583,0.0003695436,0.3042174],"genre_scores_gemma":[0.9720161,0.001449639,0.002033925,0.0002783341,0.00006681071,0.00004028938,0.00141613,0.00001401257,0.0226848],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02014345,"threshold_uncertainty_score":0.04005241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0165493700421491,"score_gpt":0.204655954630584,"score_spread":0.1881065845884349,"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."}}