{"id":"W6930998622","doi":"10.5281/zenodo.16876426","title":"Isoperla montana","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Period (music); Montane ecology; West virginia; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000144678,0.00008265483,0.00008719945,0.00009998339,0.0005451276,0.0002192932,0.0003587519,0.00003866866,0.003366131],"category_scores_gemma":[0.00008360078,0.0000895309,0.00002198323,0.0002479293,0.00002259073,0.0001159023,0.0002758033,0.000100957,0.002091891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008243329,"about_ca_system_score_gemma":9.117696e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002187218,"about_ca_topic_score_gemma":1.383213e-7,"domain_scores_codex":[0.9993993,0.00003485111,0.0001258851,0.0001475501,0.00009076248,0.0002016405],"domain_scores_gemma":[0.9995819,0.000005340037,0.00001354307,0.0002324055,0.0001088386,0.00005799854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003884445,0.00006399723,3.76662e-7,0.0002465154,0.0000754819,0.00001703015,0.000483533,0.003833894,0.1953414,0.08578204,0.3799008,0.334216],"study_design_scores_gemma":[0.0001918004,0.00002738757,0.0000222795,0.00002066968,0.00000589719,0.00001019882,0.00007951705,0.002201041,0.0083124,0.0009172118,0.9881205,0.00009108118],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03231529,0.0005532426,0.1735666,0.0004214084,0.0008904649,0.0005453239,0.0001853414,0.004782571,0.7867398],"genre_scores_gemma":[0.9944417,0.0003564135,0.0009697635,0.0001534,0.0001019366,4.026174e-8,0.0003653703,0.001231253,0.002380059],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9621265,"threshold_uncertainty_score":0.9986851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01445504671442509,"score_gpt":0.2176119040556239,"score_spread":0.2031568573411988,"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."}}