{"id":"W4311225977","doi":"10.3389/feart.2022.971968","title":"Unraveling the taxonomy of the South African mosasaurids","year":2022,"lang":"en","type":"article","venue":"Frontiers in Earth Science","topic":"Paleontology and Evolutionary Biology","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Cape Town; National Research Foundation","keywords":"Cretaceous; Muzzle; Paleontology; Geology; Taxon; Geography; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001164502,0.00006500332,0.0001027277,0.0001016609,0.0009016183,0.000008922194,0.001067964,0.00002162534,0.0002961993],"category_scores_gemma":[0.00007878678,0.00003779399,0.00003900474,0.001117028,0.001816215,0.00009984683,0.00007767253,0.0002530156,0.000005765415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006993697,"about_ca_system_score_gemma":0.00026546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003228227,"about_ca_topic_score_gemma":0.0006371491,"domain_scores_codex":[0.9988391,0.0001789453,0.0001573099,0.0002266452,0.0002820613,0.0003159271],"domain_scores_gemma":[0.9995348,0.0000549189,0.00009479575,0.0002600512,0.00001826773,0.0000371356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001701819,0.000004957972,0.979186,9.075029e-7,0.00000222518,0.000001089105,0.0005255592,0.01595078,0.00002007103,0.00009679051,0.0003251239,0.00386951],"study_design_scores_gemma":[0.00008888385,0.0000439439,0.961946,0.000001812841,0.00000277589,0.00001173862,0.002202244,0.01893399,0.00004418668,0.0006773935,0.01598696,0.00006005487],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752608,0.001204007,0.001299222,0.001272318,0.003515852,0.000322344,0.00008269454,0.00001345473,0.01702929],"genre_scores_gemma":[0.9976804,0.000006087687,0.001831754,0.0002619574,0.00002462232,0.000005761577,0.000002489894,6.442031e-7,0.0001862362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02241963,"threshold_uncertainty_score":0.693461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01409846910316144,"score_gpt":0.1820497898938187,"score_spread":0.1679513207906572,"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."}}