{"id":"W2027601968","doi":"10.1163/1568538042788906","title":"A geometric morphometric assessment of the 'batagurine process' of testudinoid turtles","year":2004,"lang":"en","type":"article","venue":"Amphibia-Reptilia","topic":"Morphological variations and asymmetry","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Morphometrics; Biology; Taxon; Skull; Anatomy; Extension (predicate logic); Zoology; Paleontology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005636166,0.0002060709,0.0004811374,0.0004973625,0.00009408344,0.00001457917,0.0005066023,0.0001087777,0.0002935013],"category_scores_gemma":[0.001900126,0.0001287678,0.0002282254,0.004277763,0.000152929,0.0000893351,0.0002006362,0.0002023038,0.00000855563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008017977,"about_ca_system_score_gemma":0.0001361871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008871898,"about_ca_topic_score_gemma":0.00001299654,"domain_scores_codex":[0.9980322,0.00005234463,0.0007016775,0.0003097169,0.0006379794,0.0002661533],"domain_scores_gemma":[0.9978613,0.0004856995,0.0005939726,0.000711347,0.0002806761,0.00006697655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006279327,0.01189368,0.5929523,0.002449762,0.0008254967,0.00003624301,0.0006908557,0.002162444,0.05842468,0.3160374,0.007424279,0.007040154],"study_design_scores_gemma":[0.002306454,0.0005376563,0.8628868,0.0002614719,0.0002642848,0.00003090668,0.0003836868,0.0001531379,0.06004498,0.07240426,0.0003051789,0.0004211816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895181,0.000180568,0.004887721,0.0002790773,0.0001332013,0.0004661834,0.00004522369,0.00004744662,0.004442489],"genre_scores_gemma":[0.9781376,0.00002776553,0.02141811,0.0000472005,0.00004623914,0.0000318081,0.000004501153,0.00002039872,0.0002664044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2699346,"threshold_uncertainty_score":0.5250998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03461639393177168,"score_gpt":0.3267371300254441,"score_spread":0.2921207360936724,"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."}}