{"id":"W4302041454","doi":"","title":"Leaf Wetness Duration modeling : physical processes, plant and canopy properties","year":2015,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Leaf Properties and Growth Measurement","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut de Recherche et de Développement en Agroenvironnement","funders":"","keywords":"Canopy; Duration (music); Environmental science; Ecology; Physics; Biology; Acoustics","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":[0.002281477,0.0002964662,0.0003213389,0.00002337195,0.0003930661,0.0004686904,0.0005699085,0.0001852697,0.00002240326],"category_scores_gemma":[0.0007234904,0.0001346292,0.00007584925,0.0001944079,0.0001261618,0.0001667085,0.0007750388,0.0003803919,0.000009904578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009051462,"about_ca_system_score_gemma":0.0001847387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003382845,"about_ca_topic_score_gemma":0.006670684,"domain_scores_codex":[0.9968628,0.001337998,0.0003597707,0.0006542957,0.0004815369,0.0003035811],"domain_scores_gemma":[0.9969898,0.0001668266,0.0002355017,0.0003143564,0.002111488,0.0001819847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005255968,0.004848802,0.009820071,0.004115456,0.0004964155,0.00002437864,0.09781767,0.002982958,0.4491121,0.02368397,0.005022097,0.4015505],"study_design_scores_gemma":[0.001499452,0.00001348689,0.003309997,0.009114387,0.000279782,0.00005082829,0.003469863,0.6929645,0.2282746,0.01404396,0.04379375,0.003185384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802983,0.002471157,0.000763852,0.01189322,0.0001093505,0.0005272932,0.00008046437,0.000164504,0.003691809],"genre_scores_gemma":[0.9970121,0.0004114011,0.0005532397,0.0000680064,0.00009711276,0.0001043396,0.0004192105,0.000005282507,0.001329277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6899815,"threshold_uncertainty_score":0.549002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04949053318393096,"score_gpt":0.2101196718156063,"score_spread":0.1606291386316753,"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."}}