{"id":"W6983334656","doi":"","title":"Mathematical modelling of population dynamics of khapra beetle (Trogoderma granarium)","year":2021,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Insect Pest Control Strategies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Agriculture and Agri-Food Canada","keywords":"Trogoderma granarium; Diapause; Population; Larva; PEST analysis; Age structure","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001018445,0.0001488658,0.000456718,0.00003996568,0.0001026369,0.00001121121,0.000264505,0.0002645214,0.00005299229],"category_scores_gemma":[0.00001564842,0.00009779458,0.0002231234,0.0002225348,0.0000571215,0.0001238838,0.00003565732,0.0001430869,0.0000028291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004802155,"about_ca_system_score_gemma":0.00001960127,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009732401,"about_ca_topic_score_gemma":0.4540146,"domain_scores_codex":[0.9990872,0.00005801339,0.0001879241,0.0002062159,0.0003160775,0.0001446003],"domain_scores_gemma":[0.9990541,0.0001020823,0.0004505909,0.00008224703,0.0002756566,0.00003530066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003721255,0.004055405,0.1152875,0.01218985,0.002246663,0.0002628456,0.008291795,0.04638123,0.4972714,0.2616872,0.001031284,0.04757345],"study_design_scores_gemma":[0.0008591624,0.0006033511,0.6860944,0.001141602,0.0007557259,0.000008501462,0.153049,0.1352716,0.002806244,0.01836614,0.0001205898,0.0009236509],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958152,0.00009289481,0.0002553748,0.0002064237,0.00008168642,0.0001546915,0.00008920043,0.00001819576,0.003286321],"genre_scores_gemma":[0.9972612,0.00006049508,0.0007390231,0.000002171642,0.00002971288,2.026558e-7,0.001496938,0.000001855683,0.0004084399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5708069,"threshold_uncertainty_score":0.9968619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01997584295117826,"score_gpt":0.1897880491386546,"score_spread":0.1698122061874763,"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."}}