{"id":"W3194493084","doi":"10.1111/nph.17686","title":"Global patterns of leaf construction traits and their covariation along climate and soil environmental gradients","year":2021,"lang":"en","type":"article","venue":"New Phytologist","topic":"Leaf Properties and Growth Measurement","field":"Agricultural and Biological Sciences","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"National Natural Science Foundation of China","keywords":"Specific leaf area; Biology; Biomass (ecology); Botany; Ecosystem; Agronomy; Precipitation; Ecology; Photosynthesis; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.00006418147,0.00008033426,0.0001171822,0.000002240248,0.00009086193,0.0000250959,0.00003756438,0.00004828875,0.00005043436],"category_scores_gemma":[0.00001061683,0.00003183101,0.00002645581,0.0000425052,0.00007583485,0.00006181939,0.00005029717,0.00003142686,9.80697e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001824437,"about_ca_system_score_gemma":0.000005014143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003961249,"about_ca_topic_score_gemma":0.001344668,"domain_scores_codex":[0.9994342,0.00004048163,0.0001298495,0.000188419,0.00007895859,0.0001281184],"domain_scores_gemma":[0.9998367,0.00001610306,0.00006347697,0.00002117133,0.00001087268,0.00005163125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002711681,0.00004227644,0.6811397,0.0000130013,0.00001351302,0.000001862333,0.00007716713,0.000001848155,0.09739169,0.0003108697,0.00002743405,0.2209535],"study_design_scores_gemma":[0.0002582961,0.0001147355,0.9865382,0.00001422825,0.000009145007,0.00003768665,0.0006191002,0.00002003845,0.01127948,0.0003934162,0.0006401397,0.00007550949],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984558,0.0005041593,0.00002250322,0.0006255952,0.00006932434,0.00006243063,0.0001195409,0.00001080164,0.0001299085],"genre_scores_gemma":[0.9994248,0.0003068451,0.00006945798,0.00009285989,0.00005804839,0.000001844077,0.0000323663,3.705754e-7,0.0000134388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3053985,"threshold_uncertainty_score":0.1298031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02227462037739012,"score_gpt":0.2009568801564388,"score_spread":0.1786822597790487,"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."}}