{"id":"W4290983346","doi":"","title":"Amélioration de la prédiction de la minéralisation de l'azote organique du sol dans STICS","year":2017,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Plant Ecology and Soil Science","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Mathematics","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":[0.0005784935,0.0008085634,0.0007148733,0.0005390347,0.0003458798,0.001014723,0.0004731624,0.001151277,0.001267726],"category_scores_gemma":[0.0008282488,0.0003011703,0.001081151,0.0002995007,0.0003011594,0.000467999,0.0003143139,0.0006506094,0.0006130391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006486752,"about_ca_system_score_gemma":0.0005979064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01426851,"about_ca_topic_score_gemma":0.01144246,"domain_scores_codex":[0.9996977,0.00005111592,0.00001081245,0.0001174378,0.00009660898,0.00002628095],"domain_scores_gemma":[0.9994923,0.0002790087,0.00003556849,0.00003400062,0.0001329251,0.00002607137],"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":[0.0009796411,0.0002371525,0.008992471,0.0002133859,0.0001840651,0.0001363846,0.00008240257,0.1300225,0.8112196,0.0002956263,0.0003554019,0.04728152],"study_design_scores_gemma":[0.00005702631,0.000315444,0.007443115,0.00001028598,0.00006591974,0.00006501693,0.00004126521,0.5374941,0.4529099,0.0001827773,0.001384136,0.00003105406],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9326981,0.0005547286,0.0632885,0.0001317927,0.00006969734,0.00003006027,0.0005579172,0.001004922,0.001664397],"genre_scores_gemma":[0.9763608,0.0002470582,0.02017499,0.00002813662,0.00001539942,0.00002903802,0.0003743312,0.00006033724,0.002709922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01426851,"threshold_uncertainty_score":0.02837092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008150040570242463,"score_gpt":0.2223524790914863,"score_spread":0.2142024385212438,"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."}}