{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009317292,0.0002038956,0.000845039,0.00004766534,0.00004383333,0.00001599308,0.0003600269,0.0002957458,0.000077854],"category_scores_gemma":[0.0001282884,0.0001146865,0.0001563004,0.000221632,0.0001335412,0.00009219562,0.0001126065,0.0003619039,0.00003132133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009719295,"about_ca_system_score_gemma":0.00003559977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007602286,"about_ca_topic_score_gemma":0.000002305374,"domain_scores_codex":[0.9982597,0.0007432798,0.0004614138,0.0002321753,0.0001215116,0.0001819279],"domain_scores_gemma":[0.9990485,0.0001447187,0.0003938861,0.0001321865,0.0000253956,0.000255324],"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":[0.00002595423,0.00006823396,0.00002202631,0.00007138405,0.00003140553,0.000001836061,0.00004226052,0.00005791349,0.02724866,0.00002523972,0.0003670726,0.972038],"study_design_scores_gemma":[0.0001575708,0.0007657662,0.0002515238,0.0003706513,0.0001657951,0.00004951879,0.00001260536,0.00002753179,0.000147658,0.001342737,0.9964425,0.0002661262],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005286809,0.992915,0.0007691465,0.0001280508,0.0001866837,0.0003186336,0.00002164068,0.000009525586,0.0003644844],"genre_scores_gemma":[0.00782317,0.9097082,0.08083885,0.0007823436,0.0006659487,0.00004231023,0.00004387748,0.00003127898,0.00006401597],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9960755,"threshold_uncertainty_score":0.467678,"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."}}