{"id":"W2168583793","doi":"10.1111/pce.12410","title":"Role of aquaporins in determining transpiration and photosynthesis in water‐stressed plants: crop water‐use efficiency, growth and yield","year":2014,"lang":"en","type":"review","venue":"Plant Cell & Environment","topic":"Plant Water Relations and Carbon Dynamics","field":"Environmental Science","cited_by":252,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; German-Israeli Foundation for Scientific Research and Development; United States - Israel Binational Science Foundation","keywords":"Aquaporin; Transpiration; Water transport; Hydraulic conductivity; Photosynthesis; Apoplast; Biology; Agronomy; Plant physiology; Stomatal conductance; Water-use efficiency; Yield (engineering); Soil water; Environmental science; Cell biology; Botany; Water flow; Environmental engineering; Cell wall; Ecology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003154191,0.0003906097,0.000837393,0.0001779134,0.00005233083,0.00003508812,0.0001870064,0.0002583888,0.00008900047],"category_scores_gemma":[0.000005003866,0.0002663533,0.00007402447,0.00004612694,0.0001248691,0.0001418215,0.0001525045,0.0002503232,0.00002914305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001063988,"about_ca_system_score_gemma":0.000004939007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007042618,"about_ca_topic_score_gemma":0.0002522822,"domain_scores_codex":[0.9978961,0.0001300904,0.0007211032,0.0005834344,0.0002578334,0.0004113855],"domain_scores_gemma":[0.9993529,0.0001700209,0.0001496067,0.0002352312,5.180424e-7,0.0000917116],"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":[0.0001940206,0.0022454,0.05126429,0.01481052,0.000145972,0.0005120782,0.01419783,0.02459443,0.3160818,0.00002991163,0.000006484344,0.5759173],"study_design_scores_gemma":[0.006004629,0.001854982,0.01341585,0.03125736,0.002338531,0.0007761592,0.0004910727,0.1142093,0.3010156,0.0003449465,0.5186716,0.009619963],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9245351,0.07403249,0.00005709969,0.000005232564,0.0000309804,0.0007298058,0.0002178917,0.00001239714,0.0003790159],"genre_scores_gemma":[0.3651443,0.6344607,0.00007512436,0.000006022613,0.00000567042,0.00004759997,0.0002082281,0.00002272281,0.00002962705],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5662973,"threshold_uncertainty_score":0.9999788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01248276341120818,"score_gpt":0.186322801055974,"score_spread":0.1738400376447658,"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."}}