{"id":"W1185015305","doi":"10.1016/bs.aiip.2015.06.004","title":"Evolution of the Mechanisms Underlying Insect Respiratory Gas Exchange","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in insect physiology","topic":"Physiological and biochemical adaptations","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Insect; Respiratory system; Biology; Medicine; Anatomy; 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":[0.0003268428,0.0004799135,0.0003837805,0.0004748916,0.0004230056,0.001280521,0.0009225251,0.001234251,0.002481226],"category_scores_gemma":[0.0002704508,0.0004157297,0.0004035287,0.0006281045,0.001516616,0.001687784,0.0008740745,0.001728902,0.001287258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009255559,"about_ca_system_score_gemma":0.0003637808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001146244,"about_ca_topic_score_gemma":0.001545812,"domain_scores_codex":[0.9998796,0.00001635736,0.000006091816,0.00004802326,0.00003109469,0.0000187699],"domain_scores_gemma":[0.9999348,0.00002247077,0.00001197935,0.00001127435,0.00001084123,0.000008709197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001950566,0.00004417785,0.002035442,0.0006715115,0.00006968509,0.0005971421,0.0007017429,0.006403158,0.2010697,0.2271014,0.007558473,0.5535525],"study_design_scores_gemma":[0.0000404224,0.0002312435,0.02854476,0.0007543165,0.0001051032,0.003048184,0.0004210585,0.01081505,0.05301189,0.2404763,0.6623496,0.0002020446],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.127925,0.5564665,0.07448843,0.006363239,0.001477225,0.00006574157,0.0006234443,0.0005135532,0.2320769],"genre_scores_gemma":[0.503828,0.3382442,0.05158168,0.002227695,0.001109536,0.0001066387,0.0009579158,0.0002738154,0.1016705],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002481226,"threshold_uncertainty_score":0.008300543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07073198960813212,"score_gpt":0.2718365953153236,"score_spread":0.2011046057071914,"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."}}