{"id":"W4280587593","doi":"10.3389/fevo.2022.903769","title":"The Adaptive Significance of Flash Behavior: A Bayesian Model","year":2022,"lang":"en","type":"article","venue":"Frontiers in Ecology and Evolution","topic":"Animal Behavior and Reproduction","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Predation; Crypsis; Predator; Flash (photography); Ecology; Computer science; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002504953,0.00004706722,0.00008165602,0.0000114244,0.0004219265,0.000003028897,0.00008324902,0.000044351,0.0000107398],"category_scores_gemma":[0.0000100248,0.00001961492,0.00002504838,0.0001374301,0.0001419121,0.00004350073,0.00004970346,0.0001255937,3.792825e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007406279,"about_ca_system_score_gemma":0.00001037906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006406,"about_ca_topic_score_gemma":0.0003323571,"domain_scores_codex":[0.9994335,0.00009294107,0.0001150231,0.000163656,0.00006749892,0.0001274018],"domain_scores_gemma":[0.9998563,0.00002240276,0.0000582,0.00002920984,0.00001705788,0.00001680793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001574244,0.00009442368,0.9625294,9.092484e-7,0.000003696895,0.000001080557,0.00008844362,0.0006524221,0.01329341,0.0008167899,0.001665864,0.02069617],"study_design_scores_gemma":[0.00006940265,0.0003061534,0.9882632,6.992919e-7,0.00001121956,0.000004622988,0.001334706,0.00671012,0.00006929317,0.002663684,0.0005145749,0.00005228625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998406,0.0004560832,0.0001777642,0.0002868389,0.0003466797,0.0001919271,0.00001475015,0.000009671051,0.0001102752],"genre_scores_gemma":[0.9991773,0.00005819485,0.0002491839,0.00001131033,0.00002509042,0.0001116757,0.000006265383,3.758189e-7,0.0003605804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02573387,"threshold_uncertainty_score":0.324516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01142116482000762,"score_gpt":0.2000195384523707,"score_spread":0.1885983736323631,"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."}}