{"id":"W6950191471","doi":"10.5281/zenodo.8290022","title":"Lasioglossum (Dialictus) paxtoni Landaverde-González & Gardner & Moo-Valle & Quezada-Euán & Ayala & Husemann 2023, sp. nov.","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Fern and Epiphyte Biology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Seta; Dorsum; Vertex (graph theory); Margin (machine learning)","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":[0.0001477417,0.0008429712,0.000326438,0.001212133,0.001035796,0.0004840165,0.0005189969,0.0006966534,0.007575186],"category_scores_gemma":[0.0004182266,0.00023684,0.0001704401,0.0009143536,0.0007034524,0.001111237,0.00105388,0.0007643768,0.003457966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008677023,"about_ca_system_score_gemma":0.00050743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02095562,"about_ca_topic_score_gemma":0.04849034,"domain_scores_codex":[0.9998753,0.00001106343,0.00001402418,0.00004754307,0.00003392162,0.00001809244],"domain_scores_gemma":[0.9998653,0.00002443556,0.0000479073,0.00001299565,0.00002895915,0.00002035119],"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":[0.0006732382,0.0001410005,0.06299046,0.001312621,0.0001422938,0.003502641,0.00256907,0.001341437,0.03900497,0.00212826,0.02229752,0.8638964],"study_design_scores_gemma":[0.0004055151,0.0006568418,0.6012825,0.001691285,0.0005765553,0.01204803,0.005399626,0.001946789,0.006416512,0.001705412,0.367763,0.0001079719],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6767312,0.02050473,0.01075497,0.001707001,0.001334944,0.000993161,0.008787995,0.001406269,0.2777798],"genre_scores_gemma":[0.9531141,0.00679668,0.006791383,0.001318055,0.0001609165,0.0006457458,0.004383878,0.00005980394,0.02672949],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02095562,"threshold_uncertainty_score":0.04166728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04099821929284706,"score_gpt":0.2343294926705616,"score_spread":0.1933312733777145,"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."}}