{"id":"W3092963702","doi":"10.1038/s41598-020-74282-8","title":"Monitoring elasmobranch assemblages in a data-poor country from the Eastern Tropical Pacific using baited remote underwater video stations","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Ichthyology and Marine Biology","field":"Environmental Science","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidad de Costa Rica; Canadian Celiac Association; Waitt Foundation; National Geographic Society","keywords":"Underwater; Tropics; Geography; Oceanography; Fishery; Biology; Geology; Archaeology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005296714,0.0001319022,0.0001599912,0.00002735103,0.0003075617,0.0001370008,0.0003795755,0.00009696566,0.000423219],"category_scores_gemma":[0.0001943098,0.00009450689,0.00002811552,0.0004051652,0.0004236073,0.0003069689,0.0006121976,0.0002131397,0.0001448936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006988469,"about_ca_system_score_gemma":0.00004137574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001686118,"about_ca_topic_score_gemma":0.001075272,"domain_scores_codex":[0.9979741,0.0001622348,0.0003980567,0.0008464846,0.0002968258,0.000322325],"domain_scores_gemma":[0.998912,0.00009716465,0.0001307524,0.0007548359,0.00001199433,0.00009330512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001986226,0.00002720565,0.9425442,0.000003039906,0.00001310315,0.0002349678,0.0006935897,0.0005951954,0.05148159,0.000002810598,0.003282953,0.0011015],"study_design_scores_gemma":[0.0006151968,0.00005083125,0.7789114,0.00006048473,0.000103172,0.0001349452,0.001563713,0.09957614,0.006576689,0.006218528,0.1055889,0.0006000298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930579,0.00004547267,0.001987779,0.001635371,0.002537413,0.0001995482,0.00001222358,0.0000370848,0.000487216],"genre_scores_gemma":[0.9977487,0.000003670237,0.001357575,0.0002067119,0.0001262189,0.000002861155,0.000125877,0.00001037926,0.0004179678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1636328,"threshold_uncertainty_score":0.4633951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04353947319367173,"score_gpt":0.2760844775253455,"score_spread":0.2325450043316738,"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."}}