{"id":"W4409574457","doi":"10.69737/swaj4896","title":"Heterodontus Version 2","year":2025,"lang":"en","type":"article","venue":"","topic":"Plant Taxonomy and Phylogenetics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.00002419201,0.00002617997,0.00002928755,0.000002137602,0.00005116677,0.000009684444,0.00006374181,0.00002324383,0.0004516114],"category_scores_gemma":[0.000003436058,0.00000738509,0.00001854399,0.00007315752,0.000006677727,0.00001115683,0.00002140436,0.00001822829,0.00007209233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002881975,"about_ca_system_score_gemma":0.000001099463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004156388,"about_ca_topic_score_gemma":0.0001737932,"domain_scores_codex":[0.9998119,0.000008633217,0.00003438647,0.00006103747,0.0000229692,0.00006110598],"domain_scores_gemma":[0.9999198,0.00004184428,0.000005341798,0.00001200391,0.000006582951,0.00001447054],"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":[0.00002756479,0.00004926699,0.06285326,0.000002603669,0.00001002526,0.000002096299,0.000003838314,0.000003591118,0.4433376,0.003636973,0.04592311,0.4441501],"study_design_scores_gemma":[0.00003075775,0.00002685125,0.1587022,0.000003049534,0.000001940961,4.43972e-7,0.00001369784,0.00002317588,0.01577755,0.0003616951,0.8250219,0.00003664977],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.910324,0.00004971489,0.000009912063,0.0006156395,0.00008321396,0.00002775312,0.00000792129,0.00002365853,0.08885823],"genre_scores_gemma":[0.9961811,0.00001536162,0.00005461282,0.0005714376,0.00002498251,0.000001065486,0.00001419093,2.179763e-8,0.003137262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7790989,"threshold_uncertainty_score":0.4944828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01345323153768346,"score_gpt":0.1884418263289839,"score_spread":0.1749885947913004,"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."}}