{"id":"W3216559422","doi":"10.21203/rs.3.rs-224348/v1","title":"Too Much of a Good Thing – Using Water to Control the Aquatic Invasive Yellow Flag Iris (Iris Pseudacorus L.)","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Plant responses to water stress","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of the Fraser Valley; Kamloops Art Gallery","funders":"Thompson Rivers University; Environment and Climate Change Canada; University of the Fraser Valley","keywords":"Flag (linear algebra); IRIS (biosensor); Art; Biology; Artificial intelligence; Mathematics; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008330076,0.0003653329,0.0005145341,0.0002236581,0.000743027,0.001538822,0.0004794368,0.001581061,0.005778317],"category_scores_gemma":[0.001152659,0.0001556068,0.0003347751,0.0002658597,0.001651096,0.003123309,0.001068271,0.001781798,0.0009555675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007386028,"about_ca_system_score_gemma":0.001061697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004454503,"about_ca_topic_score_gemma":0.005771585,"domain_scores_codex":[0.9996091,0.00008112444,0.00001888508,0.0001319971,0.0001130765,0.00004595419],"domain_scores_gemma":[0.9993473,0.0001941581,0.0001129492,0.00008653777,0.0001241046,0.0001350029],"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":[0.001263799,0.000296937,0.01428864,0.002493711,0.0004175749,0.0006118873,0.001367714,0.002566313,0.5231676,0.0216848,0.04488309,0.3869579],"study_design_scores_gemma":[0.0002753402,0.003829045,0.04583547,0.00163333,0.0007002483,0.002397053,0.008682736,0.009131929,0.2259683,0.1114595,0.589771,0.0003160255],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4851097,0.07180561,0.06729076,0.2989854,0.009000259,0.0001669753,0.001523168,0.001370873,0.06474731],"genre_scores_gemma":[0.8915491,0.01972542,0.02508154,0.02253119,0.001053571,0.00007800032,0.0005946315,0.0004339954,0.03895262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005778317,"threshold_uncertainty_score":0.01933038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1013483275958949,"score_gpt":0.3427668991111175,"score_spread":0.2414185715152226,"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."}}