{"id":"W4402652926","doi":"10.21203/rs.3.rs-5022995/v1","title":"Plant traits dominate global spatiotemporal variations in photosynthetic efficiency","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Remote Sensing in Agriculture","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Wageningen University and Research; Fujian Normal University; China Postdoctoral Science Foundation; Seoul National University; National Natural Science Foundation of China","keywords":"Photosynthesis; Biology; Botany","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":[0.0003786951,0.0004493784,0.0004999602,0.0003371813,0.0001905901,0.001067449,0.0002291387,0.0005142851,0.003158542],"category_scores_gemma":[0.001612984,0.0002714037,0.0003205133,0.000802446,0.0003869055,0.00129134,0.0004644842,0.0004040273,0.0005065369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002329863,"about_ca_system_score_gemma":0.0001494271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002740435,"about_ca_topic_score_gemma":0.003951695,"domain_scores_codex":[0.9997684,0.00003285291,0.000007624743,0.0001191248,0.0000269727,0.00004504534],"domain_scores_gemma":[0.999207,0.000431332,0.0001518282,0.00008797339,0.00005976839,0.00006204867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004766773,0.00008928536,0.4035235,0.0006496929,0.0007845609,0.000921026,0.0008000918,0.02870258,0.4139548,0.0291478,0.002937543,0.1180124],"study_design_scores_gemma":[0.00001833761,0.00005908783,0.9345565,0.00003302968,0.0001930079,0.0003494655,0.0005593179,0.03119814,0.009615231,0.02063555,0.002748942,0.00003335646],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731027,0.001419967,0.01727415,0.0003586015,0.0000351946,0.000005959804,0.0003836329,0.0001229799,0.007296718],"genre_scores_gemma":[0.9975244,0.0003211026,0.0007906256,0.00004295485,0.0000228719,0.000002477127,0.0001149598,0.00007210254,0.001108506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003158542,"threshold_uncertainty_score":0.01056635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02730792412293464,"score_gpt":0.3318086706158838,"score_spread":0.3045007464929492,"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."}}