{"id":"W3127076366","doi":"10.1016/j.cbpb.2021.110572","title":"Exploring the versatility of the perfused crustacean gill as a model for transbranchial transport processes","year":2021,"lang":"en","type":"review","venue":"Comparative Biochemistry and Physiology Part B Biochemistry and Molecular Biology","topic":"Physiological and biochemical adaptations","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Gill; Hemolymph; Ion transporter; Water transport; Biology; Biophysics; Pollutant; Vertebrate; Osmoregulation; Chemistry; Ecology; Cell biology; Biochemistry; Membrane; Environmental science; Fish <Actinopterygii>; Fishery; Gene; Water flow","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":[0.0008934026,0.00117207,0.00141742,0.00204425,0.0002281027,0.001549325,0.001002893,0.001394451,0.00202449],"category_scores_gemma":[0.0007982981,0.0003377812,0.0003524383,0.002753803,0.001063715,0.002182102,0.00120921,0.00218718,0.00140693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008898366,"about_ca_system_score_gemma":0.00109308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001304899,"about_ca_topic_score_gemma":0.001798334,"domain_scores_codex":[0.9998604,0.00001902503,0.00001613509,0.00004182619,0.00004802605,0.00001461611],"domain_scores_gemma":[0.9996223,0.0001747285,0.00004250327,0.0000175204,0.00009410851,0.00004872002],"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":[0.00009049444,0.0000415626,0.0001837713,0.01533322,0.0000838226,0.000192848,0.00006058811,0.001002594,0.005985586,0.01255952,0.017336,0.9471301],"study_design_scores_gemma":[0.00001763869,0.00008129517,0.001057354,0.002457425,0.0001413494,0.000738388,0.00006463325,0.0003053631,0.001255514,0.007960401,0.9858883,0.000032199],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001026266,0.9987581,0.0002742345,0.0002047531,0.0001314033,0.000001478888,0.00001146082,0.00000436515,0.0005117362],"genre_scores_gemma":[0.0006639944,0.9984735,0.0002490767,0.0001097998,0.000152132,0.000003002769,0.00002296033,0.000001358533,0.0003241888],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00204425,"threshold_uncertainty_score":0.006772637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1207612389787966,"score_gpt":0.3228559314272876,"score_spread":0.202094692448491,"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."}}