{"id":"W4399430210","doi":"10.3390/f15060997","title":"Applied Chemical Ecology of Forest Insects","year":2024,"lang":"en","type":"article","venue":"Forests","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Canadian Forest Service","funders":"","keywords":"Livelihood; Ecology; Ecosystem services; Habitat; Ecosystem; Climate change; Forest ecology; Geography; Agroforestry; Environmental resource management; Biology; Environmental science; Agriculture","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":["insufficient_payload"],"category_scores_codex":[0.0001178697,0.00009182389,0.0001141509,0.00004295268,0.00002963478,0.000007912607,0.0001825498,0.00009349339,0.001794122],"category_scores_gemma":[0.00001729394,0.00008050175,0.00004607286,0.0001983171,0.0002336608,0.00006012882,0.0002192738,0.00010031,0.0013701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006930907,"about_ca_system_score_gemma":0.00001019196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005141125,"about_ca_topic_score_gemma":0.002976671,"domain_scores_codex":[0.9992754,0.000010281,0.0001498324,0.0002287454,0.0001114659,0.0002242646],"domain_scores_gemma":[0.9996976,0.00005844007,0.00002561874,0.0001672228,0.000002017265,0.000049125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001117009,0.000325642,0.6406581,0.0002254839,0.0001102113,0.0001609558,0.0007553853,0.004994701,0.01722454,0.2182369,0.1070505,0.01014576],"study_design_scores_gemma":[0.0002030572,0.0001067866,0.9426517,0.00001022078,0.00002111501,0.0000143357,0.000009284508,0.001427178,0.002809716,0.02989066,0.0227223,0.0001336503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9405431,0.00002647411,0.0001620109,0.00007592418,0.0002932163,0.0001866535,0.000002360934,0.0000728181,0.05863743],"genre_scores_gemma":[0.9986024,0.00000403835,0.000296767,0.0001340901,0.00003485648,0.00005045152,0.00001032734,0.00001184131,0.0008552012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3019935,"threshold_uncertainty_score":0.9994075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005442605727090193,"score_gpt":0.2089317350594404,"score_spread":0.2034891293323502,"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."}}