{"id":"W2180305382","doi":"10.1016/j.jtherbio.2015.11.003","title":"An invitation to measure insect cold tolerance: Methods, approaches, and workflow","year":2015,"lang":"en","type":"review","venue":"Journal of Thermal Biology","topic":"Physiological and biochemical adaptations","field":"Environmental Science","cited_by":385,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"National Institutes of Health; Natural Sciences and Engineering Research Council of Canada; Canadian Food Inspection Agency","keywords":"Cold tolerance; Insect; Workflow; Biology; Temperate climate; Cold winter; Ecology; Computer science; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005826544,0.001365293,0.002387067,0.002723199,0.0003952408,0.002128879,0.002275272,0.002781356,0.004384251],"category_scores_gemma":[0.004513851,0.0008084633,0.001094418,0.00231112,0.001495776,0.004522888,0.002211356,0.006975105,0.005356102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001241678,"about_ca_system_score_gemma":0.002472613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001181404,"about_ca_topic_score_gemma":0.002341798,"domain_scores_codex":[0.9985506,0.0001965033,0.0001496492,0.0002302562,0.0007924321,0.00008057309],"domain_scores_gemma":[0.9957706,0.001903649,0.0003097226,0.0003214423,0.001397768,0.0002968436],"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":[0.0001025762,0.00007658378,0.0003275962,0.008560534,0.00006503387,0.00007509484,0.00006278785,0.0002238175,0.01450773,0.008298749,0.07475932,0.8929402],"study_design_scores_gemma":[0.00001559932,0.0001198658,0.001080188,0.001377017,0.00006672786,0.0003792048,0.00004014268,0.0001557339,0.004486218,0.004815982,0.9874162,0.00004711999],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004036446,0.9731419,0.01196551,0.006113769,0.004025632,0.00007022082,0.000376962,0.0002191735,0.003683128],"genre_scores_gemma":[0.002405268,0.961287,0.02019848,0.005594891,0.002923545,0.0001521968,0.0007434883,0.0001035387,0.006591604],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005826544,"threshold_uncertainty_score":0.03081411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1976173336022116,"score_gpt":0.3644615612130737,"score_spread":0.1668442276108621,"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."}}