{"id":"W4232798730","doi":"10.17504/protocols.io.9gdh3s6","title":"Lemna minor (duckweed) sterilization protocol v2","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Constructed Wetlands for Wastewater Treatment","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Lemna minor; Sterilization (economics); Frond; Bleach; Lemna; Biology; Botany; Chemistry; Aquatic plant; Ecology; Business","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":[0.0004491596,0.001070359,0.0005992065,0.0007765859,0.000826965,0.000472367,0.0006553224,0.0004443181,0.01313508],"category_scores_gemma":[0.0003612725,0.0004087622,0.0005150008,0.0004089029,0.0003270379,0.0003107242,0.0007106941,0.0009577638,0.008961393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004564999,"about_ca_system_score_gemma":0.0006822919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003066303,"about_ca_topic_score_gemma":0.006117928,"domain_scores_codex":[0.999405,0.00006351349,0.00005712451,0.0001747175,0.0001838692,0.0001158974],"domain_scores_gemma":[0.9997254,0.00003196752,0.00003542797,0.00009114885,0.00008079384,0.00003525756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008278028,0.00002680911,0.0001262379,0.0001419177,0.000006143579,0.00006626048,0.00004351092,0.00003887089,0.9911766,0.0003408068,0.002147543,0.00580244],"study_design_scores_gemma":[0.0000325509,0.0002072993,0.003832523,0.00003479529,0.00003079295,0.0005774255,0.0000475267,0.0003997932,0.8802787,0.0002463226,0.1142764,0.00003588099],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.4122925,0.003396849,0.4419855,0.0007915276,0.0007681581,0.01103913,0.04559167,0.01451099,0.06962366],"genre_scores_gemma":[0.3752844,0.00333279,0.237702,0.000873455,0.00009730913,0.01288037,0.1442312,0.003512993,0.2220856],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.01313508,"threshold_uncertainty_score":0.0439412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0143201016903722,"score_gpt":0.2536692339680686,"score_spread":0.2393491322776964,"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."}}