{"id":"W2048000004","doi":"10.1371/journal.pone.0031295","title":"Standardized Terminology and Potential Taxonomic Utility for Hadrosaurid Skin Impressions: A Case Study for Saurolophus from Canada and Mongolia","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Paleontology and Evolutionary Biology","field":"Earth and Planetary Sciences","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Dinosaur Research Institute; University of Alberta; American Museum of Natural History","keywords":"Osteology; Anatomy; Biology; Scale (ratio); Zoology; Evolutionary biology; Paleontology; Geography; Cartography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000214415,0.0001230642,0.0002928211,0.00003020049,0.0003058604,0.000009116579,0.00006981114,0.0001118909,0.0001192101],"category_scores_gemma":[0.00009625706,0.000104078,0.00002210343,0.00002001631,0.0001429342,0.0001070624,0.00001812014,0.00008788789,0.000001112552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006138403,"about_ca_system_score_gemma":0.0001053973,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4117222,"about_ca_topic_score_gemma":0.8277177,"domain_scores_codex":[0.999001,0.000115155,0.0001866043,0.0002744786,0.00006058076,0.0003621573],"domain_scores_gemma":[0.9991944,0.000416885,0.00006950713,0.0001329882,0.00003050852,0.0001556504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000781839,0.0001776899,0.9949822,0.00001756705,0.0001778631,0.00005153421,0.0001342899,0.000001229005,0.00010863,0.000002873713,0.0002424371,0.003321776],"study_design_scores_gemma":[0.001684386,0.0003745017,0.9932967,0.000004206272,0.000193298,0.0001782836,0.0004258262,0.003046829,0.00008803144,0.000262802,0.0003077583,0.0001373389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935337,0.002197428,0.00009854788,0.000134173,0.0001971912,0.000855909,0.002941539,0.00001460411,0.00002689481],"genre_scores_gemma":[0.9976625,0.00003582259,0.001836415,0.00009238935,0.0001574322,0.00004537515,0.0001484223,0.000002353109,0.0000193159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4159955,"threshold_uncertainty_score":0.5921952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03687900697972009,"score_gpt":0.2228266811747629,"score_spread":0.1859476741950428,"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."}}