{"id":"W4399297954","doi":"10.1111/pce.14990","title":"Sap flow through partially embolized xylem vessel networks","year":2024,"lang":"en","type":"review","venue":"Plant Cell & Environment","topic":"Plant Water Relations and Carbon Dynamics","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Ministerio de Ciencia e Innovación; U.S. Department of Education","keywords":"Xylem; Hydraulic conductivity; Electrical conduit; Embolism; Tortuosity; Lumen (anatomy); Soil science; Environmental science; Computer science; Materials science; Biological system; Porosity; Biology; Botany; Soil water; Composite material; Cell biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002853688,0.0008485938,0.001278158,0.00005576592,0.0001589329,0.0001225549,0.0006213213,0.0005306713,0.002498357],"category_scores_gemma":[0.000002352707,0.0006506167,0.0005579696,0.000185486,0.0001561598,0.0001374315,0.0006867779,0.0008346596,0.009836292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005743973,"about_ca_system_score_gemma":0.00002784843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005356888,"about_ca_topic_score_gemma":0.00001354765,"domain_scores_codex":[0.9964786,0.0001743844,0.000869872,0.001104581,0.0006037074,0.0007688657],"domain_scores_gemma":[0.998632,0.00009306716,0.000289329,0.0007705922,8.594706e-7,0.0002142187],"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":[0.00003460192,0.0008669306,0.00007126676,0.005733015,0.0007359055,0.00109958,0.0005994201,0.3987774,0.00003346332,0.000329702,0.04930386,0.5424148],"study_design_scores_gemma":[0.0001377318,0.00003494219,0.000002776919,0.0009562846,0.001381225,0.00009112342,0.00000321146,0.04241645,0.000002435849,0.0001188514,0.9541254,0.0007295724],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002730193,0.9848461,0.002596875,0.00002785731,0.0006385642,0.000971291,0.0007202004,0.0001228237,0.01004897],"genre_scores_gemma":[0.00005506042,0.9908824,0.001559244,0.00007041666,0.0001884494,0.0002251643,0.002312976,0.0001227938,0.004583499],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9048215,"threshold_uncertainty_score":0.9995945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01671135899250175,"score_gpt":0.2258003314825298,"score_spread":0.2090889724900281,"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."}}