{"id":"W7029049078","doi":"","title":"How to develop a biofungicide based on a bacterial strain: the main steps for turning your discover into a plant protection product","year":2015,"lang":"en","type":"article","venue":"Institutional Research Information System (University of Udine)","topic":"Plant-Microbe Interactions and Immunity","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Limiting; Product (mathematics); Crop protection; Plant disease; Control (management); New product development; Selection (genetic algorithm)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001264292,0.0007737689,0.0009789277,0.0009003665,0.0004996553,0.00250632,0.0005087854,0.001923963,0.00823204],"category_scores_gemma":[0.002070916,0.000433143,0.001123611,0.0004823088,0.0009964035,0.004147874,0.0009373883,0.002166875,0.0134955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003487232,"about_ca_system_score_gemma":0.0008171713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006466203,"about_ca_topic_score_gemma":0.0008439565,"domain_scores_codex":[0.9991254,0.0001170741,0.00006678817,0.0001579579,0.0004431184,0.00008970547],"domain_scores_gemma":[0.9993632,0.0001142186,0.00008863615,0.00009705799,0.0002190519,0.0001178182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002299523,0.0004820624,0.002388953,0.003720401,0.00008750989,0.0008366948,0.0005753158,0.000590529,0.4838327,0.007133487,0.02516664,0.4749557],"study_design_scores_gemma":[0.00006675241,0.001135658,0.004235705,0.001201467,0.0002187732,0.002790167,0.0008618055,0.001582007,0.3039993,0.01039686,0.6733354,0.0001760066],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1602313,0.1523776,0.4782684,0.07786477,0.008975467,0.002929792,0.003727441,0.008427672,0.1071976],"genre_scores_gemma":[0.2340622,0.1216862,0.5223953,0.01437619,0.001941097,0.001128719,0.004020893,0.002626089,0.09776334],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00823204,"threshold_uncertainty_score":0.0275389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1296657568290854,"score_gpt":0.2707287229209944,"score_spread":0.141062966091909,"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."}}