{"id":"W2901071316","doi":"10.4095/299044","title":"Remote sensing of natural disturbance caused by insect defoliation and dieback: a review","year":2016,"lang":"en","type":"review","venue":"","topic":"Leaf Properties and Growth Measurement","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Disturbance (geology); Insect; Natural (archaeology); Geography; Biology; Ecology; Archaeology; Paleontology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003182746,0.000250066,0.000929625,0.000006220594,0.00007321495,0.00002180577,0.000133231,0.0001106975,0.00007125713],"category_scores_gemma":[0.0001079664,0.00005814569,0.000210589,0.0001677498,0.00004737077,0.00005812339,0.00006863946,0.000118022,0.00001213744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004920716,"about_ca_system_score_gemma":0.00001329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002133191,"about_ca_topic_score_gemma":0.00009383519,"domain_scores_codex":[0.9986219,0.0001724625,0.000466313,0.0003251628,0.0002206699,0.0001935305],"domain_scores_gemma":[0.9993346,0.0001196181,0.0003300107,0.00007771381,0.00008157962,0.00005647775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001374205,0.000003867012,9.103716e-7,0.00690054,0.00002202427,4.396942e-7,0.000002277429,1.857397e-10,0.0002248092,0.000004350756,0.002901283,0.9899381],"study_design_scores_gemma":[0.00003884254,0.0000517813,0.00002381401,0.0444941,0.0001182203,0.000005342436,0.000001516806,0.000001341916,0.00002166967,0.00001616119,0.9550283,0.0001989343],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005145961,0.9984901,0.000004888129,0.0004315112,0.00009825771,0.0005514413,0.000036623,0.00002229151,0.000313424],"genre_scores_gemma":[0.0001666911,0.998347,0.00004225794,0.0002197514,0.00009867651,0.000001630606,0.00006277943,0.000001622838,0.001059546],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9897392,"threshold_uncertainty_score":0.2371112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06418274655166502,"score_gpt":0.265048562541608,"score_spread":0.200865815989943,"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."}}