{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002452631,0.00179273,0.001830464,0.00302514,0.0009915069,0.005088868,0.00271734,0.001358496,0.5041994],"category_scores_gemma":[0.01013441,0.001745798,0.001643063,0.003350174,0.0005574618,0.003890747,0.003378296,0.002668063,0.4008063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007892532,"about_ca_system_score_gemma":0.002554381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004372561,"about_ca_topic_score_gemma":0.004910904,"domain_scores_codex":[0.998708,0.0002654161,0.0002099727,0.0003226166,0.0003685238,0.0001255016],"domain_scores_gemma":[0.9974908,0.00102556,0.0001939707,0.0003672477,0.0007223324,0.0002000866],"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":[0.0006034195,0.00008248206,0.0008561292,0.001899553,0.00006806078,0.0001415704,0.0003405867,0.0001355125,0.0006773498,0.003384386,0.8901318,0.1016792],"study_design_scores_gemma":[0.0001429353,0.00004048438,0.001391168,0.0005611356,0.00005201833,0.0002648207,0.00007591669,0.0001675504,0.000423041,0.00380116,0.9930418,0.00003811285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"software","genre_scores_codex":[0.004725019,0.01066109,0.02667208,0.002882051,0.003029887,0.002167638,0.6052091,0.08908298,0.2555702],"genre_scores_gemma":[0.0225081,0.0100738,0.07101094,0.004429209,0.001306741,0.00748281,0.4376748,0.1052518,0.3402618],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.5041994,"threshold_uncertainty_score":0.7071993,"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."}}