{"id":"W4291409870","doi":"","title":"Disease decision support systems: their impact on disease management and durability of fungicide effectiveness","year":2010,"lang":"en","type":"book-chapter","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Fungal Plant Pathogen Control","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Fungicide; Disease; Durability; Medicine; Computer science; Biology; Internal medicine; Agronomy; Database","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":[0.00258283,0.0004088513,0.0004838564,0.00005416896,0.0002388331,0.0001487828,0.0006000231,0.0001919967,0.0003090784],"category_scores_gemma":[0.0004448462,0.0001795164,0.0003129321,0.00007671714,0.0002060041,0.00009238073,0.0003217012,0.0003152764,0.00003040595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007049822,"about_ca_system_score_gemma":0.00004149959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000715635,"about_ca_topic_score_gemma":0.0002350251,"domain_scores_codex":[0.9969268,0.001211852,0.0004361057,0.0007178598,0.0004485442,0.0002588348],"domain_scores_gemma":[0.9935622,0.004311278,0.0003871264,0.0006674819,0.0006301624,0.0004417083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004369839,0.00217461,0.03423813,0.002127699,0.0007066181,0.0002503631,0.0005425885,0.0000849262,0.1895999,0.3655685,0.0006889001,0.399648],"study_design_scores_gemma":[0.001105479,0.00001533716,0.9341854,0.007360242,0.0003674229,0.00001569109,0.00002920096,0.001590076,0.008791162,0.0155479,0.02970897,0.001283151],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9049972,0.002282641,0.0006516274,0.0008950579,0.0002846839,0.002337532,0.00407497,0.0001721333,0.08430416],"genre_scores_gemma":[0.9831311,0.0002246863,0.0001764609,0.00002431458,0.00002832927,0.00004109395,0.0007665158,0.000007520317,0.01559995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8999472,"threshold_uncertainty_score":0.7320466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009492903989988147,"score_gpt":0.2006192494821814,"score_spread":0.1911263454921933,"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."}}