{"id":"W3015387419","doi":"10.17504/protocols.io.9dth26n","title":"Lemna minor (duckweed) sterilization protocol v1","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Ecology and Conservation Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Lemna minor; Sterilization (economics); Protocol (science); Biology; Medicine; Business; Aquatic plant; Ecology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001334219,0.0001688015,0.000223376,0.000008485375,0.0001347527,0.00005649315,0.0002303392,0.0002813154,0.002652616],"category_scores_gemma":[0.00003111165,0.00005536574,0.00008702495,0.00009145086,0.00004234875,0.00005261584,0.0004791901,0.0001745088,0.0003785675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001761546,"about_ca_system_score_gemma":0.00001887608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001386937,"about_ca_topic_score_gemma":0.001233837,"domain_scores_codex":[0.9990415,0.00007091257,0.0002407728,0.0003667304,0.000113494,0.0001665749],"domain_scores_gemma":[0.9994953,0.0001084706,0.0001567077,0.00007519181,0.0001342258,0.00003005321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002575382,0.0004471322,0.7876335,0.0004262366,0.0002192253,0.000005179863,0.0002845679,0.00009817197,0.01547199,0.003117693,0.1136354,0.07840338],"study_design_scores_gemma":[0.0001521856,0.0001431034,0.741756,0.00004030682,0.00001546949,0.000001183626,0.0002091784,0.0001152388,0.0005320507,0.001582368,0.2551448,0.0003081177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8250875,0.00003533564,0.00004634396,0.009273352,0.0007907223,0.1003731,0.00006275266,0.0003180342,0.06401287],"genre_scores_gemma":[0.7583035,0.00001660972,0.000284327,0.003726465,0.0007490139,0.1746853,0.0004078987,0.000002155738,0.06182475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1415094,"threshold_uncertainty_score":0.9982591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0639659131523799,"score_gpt":0.2830719057708266,"score_spread":0.2191059926184467,"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."}}