{"id":"W4410632661","doi":"10.22215/etd/2024-16391","title":"Acoustically mediated risk assessment of eastern tent caterpillars (Malacosoma americanum)","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Entomological Studies and Ecology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Geography; Biology; Zoology; Ecology; Toxicology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001711607,0.0003040128,0.0005923707,0.00001950025,0.0001167071,0.00004231027,0.0003052333,0.0003472039,0.002651271],"category_scores_gemma":[0.0001085171,0.00009440997,0.0002458068,0.0003158157,0.00007999835,0.00002525122,0.0001210104,0.0003576503,0.0001660713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005669969,"about_ca_system_score_gemma":0.00001838656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001782199,"about_ca_topic_score_gemma":0.006726715,"domain_scores_codex":[0.9981443,0.00008789843,0.0005163093,0.0005121339,0.0003413765,0.0003980423],"domain_scores_gemma":[0.9989853,0.0003782709,0.0002919508,0.00006271336,0.0001568387,0.0001249312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004409514,0.002187304,0.4339951,0.0008771194,0.002398565,0.0003342529,0.0007518935,0.00008767644,0.1844197,0.001930112,0.02037369,0.3522036],"study_design_scores_gemma":[0.0001077199,0.001384742,0.9861453,0.00007549574,0.0002517795,0.00000310607,0.002661484,0.0007756598,0.0001810465,0.0005971493,0.007396451,0.0004200214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750007,0.0003782423,0.00000400105,0.0005456064,0.0007184849,0.0002895905,0.0001612296,0.0001001478,0.02280196],"genre_scores_gemma":[0.9903057,0.001520007,0.0001227741,0.0001655156,0.0001657211,0.00006256033,0.001206785,0.000002665392,0.006448254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5521502,"threshold_uncertainty_score":0.9982604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0108030444666658,"score_gpt":0.2597612811905482,"score_spread":0.2489582367238824,"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."}}