{"id":"W6929663426","doi":"10.5063/f1736pc4","title":"A List With Traits of all Herptile Species Within Central California Deserts","year":2023,"lang":"en","type":"dataset","venue":"UC Santa Barbara","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Range (aeronautics); Arid; Population; Biodiversity; Download","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":["metaresearch","metaepi_narrow","bibliometrics","scholarly_communication","insufficient_payload"],"consensus_categories":["bibliometrics","insufficient_payload"],"category_scores_codex":[0.008524232,0.0005388625,0.001152305,0.04078481,0.0002455059,0.002734304,0.00530537,0.0004714499,0.002516768],"category_scores_gemma":[0.01385641,0.0003400906,0.0003224742,0.1126293,0.0006962633,0.0003521013,0.001156176,0.0008670508,0.003442988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002019578,"about_ca_system_score_gemma":0.001066957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002249826,"about_ca_topic_score_gemma":0.002930856,"domain_scores_codex":[0.981679,0.0003221398,0.001490319,0.001458099,0.01369689,0.001353509],"domain_scores_gemma":[0.9919195,0.002918252,0.0008648061,0.001667032,0.001771586,0.0008588197],"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":[0.0001025775,0.0001782608,0.002124541,0.00006068317,0.00008526303,0.0002420746,0.00009183679,0.00003720959,0.0001483738,0.00001594839,0.9957795,0.001133794],"study_design_scores_gemma":[0.0005219832,0.0003670532,0.02321893,0.0001043099,0.00005359859,0.00003311355,0.0003330013,0.0003229658,0.000223316,0.0002599378,0.9740781,0.0004836658],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.02376689,0.0005854703,0.00004150391,0.0001711069,0.0009148733,0.000509869,0.973326,0.00004770781,0.0006366381],"genre_scores_gemma":[0.0241406,0.002023762,0.0007634379,0.0004627894,0.0007875484,0.00007434638,0.9628485,0.0001400971,0.008758851],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.07184453,"threshold_uncertainty_score":0.9999051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4447425893510646,"score_gpt":0.5036460230111919,"score_spread":0.05890343366012729,"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."}}