{"id":"W6949744860","doi":"10.5281/zenodo.15218715","title":"Pallicephala pachyceras","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal British Columbia Museum","funders":"","keywords":"Riparian zone; East coast; South carolina; Period (music); Vegetation (pathology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000505607,0.0005468915,0.0002374222,0.001215274,0.001027684,0.0003242633,0.0004299257,0.0002610715,0.03162534],"category_scores_gemma":[0.0001922244,0.0002575156,0.0001273493,0.0008034307,0.0004920876,0.0006731254,0.0008192849,0.0004851334,0.007833088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004217663,"about_ca_system_score_gemma":0.0003241551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01315669,"about_ca_topic_score_gemma":0.0344812,"domain_scores_codex":[0.9999294,0.000004599661,0.000004048408,0.00002826178,0.00002456443,0.000009042498],"domain_scores_gemma":[0.9999346,0.000007220368,0.00002029549,0.00001133597,0.00001785491,0.000008750287],"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":[0.0009259117,0.00019316,0.06551965,0.001239832,0.0001205773,0.00475069,0.004731118,0.0009365866,0.1320417,0.006717377,0.03396575,0.7488576],"study_design_scores_gemma":[0.0001130879,0.0005401692,0.5976464,0.0005067016,0.0001832731,0.01957606,0.003122325,0.0008052928,0.009846966,0.001857203,0.3657486,0.00005391597],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5815527,0.00288893,0.002004476,0.0004515921,0.0001744209,0.000276243,0.004545284,0.0006957044,0.4074107],"genre_scores_gemma":[0.9488226,0.001856231,0.002704632,0.0003659057,0.00006559252,0.0001081628,0.002899721,0.0000897873,0.04308744],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03162534,"threshold_uncertainty_score":0.1057973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02524242980775185,"score_gpt":0.2694799385559697,"score_spread":0.2442375087482178,"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."}}