{"id":"W2287694460","doi":"","title":"La gestion des betteraves adventices résistantes à un herbicide : une approche par simulation","year":2007,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Weed Control and Herbicide Applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Forestry; Biology; Physics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004183723,0.0006784956,0.001085694,0.0003734086,0.0004420166,0.0009683582,0.001140332,0.001934901,0.003501588],"category_scores_gemma":[0.001532953,0.000513731,0.001115309,0.0003861823,0.0004925224,0.0005616578,0.0006291547,0.0007684964,0.0003214837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006426932,"about_ca_system_score_gemma":0.001045371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02732397,"about_ca_topic_score_gemma":0.0143056,"domain_scores_codex":[0.9998509,0.00005239859,0.000005607817,0.00003437197,0.00002847037,0.00002823677],"domain_scores_gemma":[0.999015,0.0007271486,0.00007032936,0.00003996793,0.0001053616,0.00004205847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003514145,0.00001517193,0.0005649056,0.00001921324,0.00001358039,0.00002298785,0.00001684691,0.9965413,0.0007223097,0.0005410768,0.00005774951,0.001449666],"study_design_scores_gemma":[0.00001123377,0.000008719227,0.0000884296,0.000002384218,0.000005600714,0.000003631174,0.000005383853,0.9992418,0.000183627,0.0002822311,0.0001643162,0.000002569506],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.349922,0.0005369374,0.6317135,0.0005175701,0.0001157308,0.0001598033,0.0007145957,0.0008922433,0.01542764],"genre_scores_gemma":[0.8840318,0.0004351111,0.1053611,0.0001077886,0.00003334041,0.0003449947,0.000490753,0.0001508267,0.009044343],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02732397,"threshold_uncertainty_score":0.05432981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02118669355104163,"score_gpt":0.2351802748289522,"score_spread":0.2139935812779105,"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."}}