{"id":"W7161766809","doi":"10.82308/20835","title":"Implementation of a bioherbicide strategy for golf course environments","year":2009,"lang":"en","type":"dissertation","venue":"","topic":"Turfgrass Adaptation and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioherbicide; Resource (disambiguation); Forester; Adventure","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001203611,0.0002037991,0.0001994425,0.00004360636,0.00005422163,0.00001846769,0.0001734201,0.0001024074,0.0053576],"category_scores_gemma":[0.000002765824,0.0001959271,0.0001110787,0.00008459615,0.00002589938,0.0001193223,0.0000172396,0.00005617055,0.0001184226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001078647,"about_ca_system_score_gemma":0.00001817143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00110547,"about_ca_topic_score_gemma":0.009144572,"domain_scores_codex":[0.998715,0.00001785473,0.0003889908,0.0003287722,0.0003390618,0.0002102706],"domain_scores_gemma":[0.999396,0.00001474127,0.0003288463,0.0001945476,0.00000558544,0.00006032341],"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":[0.0001519475,0.0005407826,0.002262425,0.0001405395,0.0001766619,0.00000291119,0.000905177,0.002339324,0.03451385,0.005565488,0.06475905,0.8886418],"study_design_scores_gemma":[0.001873671,0.0006780859,0.8443645,0.00003402137,0.0003450347,5.541169e-7,0.01265766,0.0003288984,0.03920824,0.002873974,0.09695188,0.0006834947],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6460739,0.0003220281,0.01809615,0.0006195062,0.001174806,0.00875125,0.0002507534,0.0001805654,0.324531],"genre_scores_gemma":[0.9281467,0.00008375307,0.002601126,0.000214948,0.00002536409,0.0001556672,0.001706548,0.00003199716,0.06703388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8879583,"threshold_uncertainty_score":0.9955516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01572057861084944,"score_gpt":0.3129692210535243,"score_spread":0.2972486424426748,"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."}}