{"id":"W7094966021","doi":"10.5281/zenodo.17429725","title":"Nephro Q","year":2025,"lang":"","type":"book","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Hymenoptera taxonomy and phylogeny","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.000404879,0.0009895652,0.000669912,0.001370502,0.00111705,0.002357211,0.0007625205,0.001310704,0.6967847],"category_scores_gemma":[0.0006566003,0.0004140046,0.0005407053,0.001025664,0.0004750116,0.001981862,0.002410207,0.001152414,0.6233128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004079749,"about_ca_system_score_gemma":0.0006497964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001685071,"about_ca_topic_score_gemma":0.003498508,"domain_scores_codex":[0.9996921,0.00002498598,0.00001254395,0.0001078072,0.000120839,0.00004177323],"domain_scores_gemma":[0.9995751,0.00004579234,0.00002398716,0.00008903749,0.0001042883,0.0001618915],"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":[0.00008373194,0.00003923636,0.0003564458,0.0001986259,0.000007844968,0.0001642186,0.00006741899,0.00009188737,0.003639065,0.00859961,0.5183806,0.4683713],"study_design_scores_gemma":[0.000006575305,0.00001219083,0.0003524266,0.00002881509,0.00000219261,0.0001519305,0.00001604064,0.00004013855,0.0002264615,0.0007966681,0.9983624,0.000004284361],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009343901,0.002866738,0.003724143,0.0008973905,0.0009173872,0.00007243587,0.001435383,0.002157288,0.9869947],"genre_scores_gemma":[0.001498095,0.0008547951,0.0008302869,0.0003766482,0.0001476722,0.00003172559,0.0007626691,0.0003372857,0.9951608],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6967847,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.040593938785793,"score_gpt":0.2229179885062404,"score_spread":0.1823240497204474,"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."}}