{"id":"W2018348775","doi":"10.1603/ec12278","title":"Models to Predict Mortality of &lt;I&gt;Tribolium castaneum&lt;/I&gt; (Coleoptera: Tenebrionidae) Exposed to Elevated Temperatures During Structural Heat Treatments","year":2013,"lang":"en","type":"article","venue":"Journal of Economic Entomology","topic":"Insect Pest Control Strategies","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of Manitoba","funders":"","keywords":"Red flour beetle; Biology; Larva; Insect; Toxicology; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002981096,0.0005764093,0.0003188511,0.0003378346,0.0002261271,0.0003540448,0.0006237672,0.0004188276,0.000772751],"category_scores_gemma":[0.0005894778,0.0001819831,0.0004292598,0.0001261258,0.000170302,0.0002813323,0.0001974548,0.0003666606,0.0001534071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009532983,"about_ca_system_score_gemma":0.0005061409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01840539,"about_ca_topic_score_gemma":0.01894156,"domain_scores_codex":[0.9999349,0.00001269709,0.00000446055,0.000021572,0.0000103003,0.00001620316],"domain_scores_gemma":[0.9996717,0.0001635495,0.00008170199,0.00000950482,0.00005633313,0.0000171713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006468729,0.00003727212,0.008225333,0.00003326976,0.00002994876,0.00003607274,0.00002593372,0.9826062,0.002301978,0.0002928645,0.0002608464,0.00608567],"study_design_scores_gemma":[0.000004947911,0.00003775935,0.001999169,0.000003015844,0.00001128913,0.0000117477,0.000007313815,0.9971964,0.0005035502,0.0001258394,0.00009453995,0.000004300542],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9232136,0.0003402636,0.07261326,0.0001568239,0.00004620755,0.00005994622,0.0007493835,0.0003852729,0.002435222],"genre_scores_gemma":[0.9949955,0.00008758355,0.003244069,0.00001606976,0.000005405562,0.00005517328,0.0002595414,0.000009794082,0.00132683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01840539,"threshold_uncertainty_score":0.03659648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02083164095275387,"score_gpt":0.2334437315104145,"score_spread":0.2126120905576606,"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."}}