{"id":"W4206071150","doi":"10.1101/2022.01.17.476642","title":"Palatal morphology predicts the paleobiology of early salamanders","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Amphibian and Reptile Biology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Chengdu Institute of Biology; Shandong University of Science and Technology; Shandong University","keywords":"Paleobiology; Biology; Ecology; Morphology (biology); Regeneration (biology); Evolutionary biology; Paleontology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002754666,0.0001976191,0.0001062299,0.0005694936,0.000127831,0.0006139088,0.0002259916,0.0002918307,0.002875585],"category_scores_gemma":[0.0008647655,0.0001666135,0.0002049874,0.0002692113,0.0004404081,0.000323683,0.0004210024,0.0003436895,0.000622609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001008518,"about_ca_system_score_gemma":0.00009223413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274335,"about_ca_topic_score_gemma":0.002818478,"domain_scores_codex":[0.9999412,0.00001185475,0.000004044566,0.00002061752,0.000009828919,0.00001241283],"domain_scores_gemma":[0.9995826,0.00007107528,0.0001653199,0.00005963272,0.00005871239,0.00006273662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005318733,0.00001198976,0.9877851,0.000006286277,0.0000257407,0.00004271632,0.00006393129,0.0003114849,0.008434992,0.00008664375,0.00005284953,0.00312503],"study_design_scores_gemma":[9.563405e-7,0.00001906917,0.9989749,0.00000196582,0.000003742818,0.0001062358,0.00006934189,0.0003477847,0.0002962665,0.0001032157,0.00007495072,0.000001668374],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989588,0.00006659934,0.0002965473,0.00001993349,0.000002161103,0.00000182408,0.0001925637,0.000008167804,0.0004533957],"genre_scores_gemma":[0.9994343,0.00002969592,0.0001477823,0.000006653632,0.000002563069,0.000001705312,0.000219219,0.000004089894,0.0001538736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002875585,"threshold_uncertainty_score":0.009619832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01111462846872601,"score_gpt":0.2023553296437692,"score_spread":0.1912407011750432,"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."}}