{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006336838,0.001120612,0.0008535262,0.001353271,0.001135206,0.0005979585,0.0009616572,0.000641134,0.04382491],"category_scores_gemma":[0.0006238207,0.0004739221,0.000667055,0.0004582275,0.0004698837,0.0003468556,0.0009809387,0.001167738,0.02212564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006505597,"about_ca_system_score_gemma":0.0006307295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003177887,"about_ca_topic_score_gemma":0.007990652,"domain_scores_codex":[0.999293,0.00009234617,0.00007149488,0.0002677507,0.0001543334,0.0001211],"domain_scores_gemma":[0.9994676,0.00008634718,0.00003978561,0.000237284,0.0001110699,0.00005797064],"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":[0.000324525,0.0001013418,0.0004794257,0.000284223,0.00002105409,0.0001277782,0.0001559777,0.0001436434,0.9636011,0.002047708,0.01117524,0.0215381],"study_design_scores_gemma":[0.0001855432,0.0005448702,0.01377737,0.0001139414,0.0001345644,0.0008804983,0.0001112412,0.001017781,0.6287546,0.001317544,0.3530766,0.00008556696],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.3411674,0.002832729,0.3605185,0.00112196,0.001250204,0.01871805,0.1232872,0.01833701,0.1327671],"genre_scores_gemma":[0.2591808,0.001871873,0.1745364,0.001189383,0.0001311628,0.01766849,0.2109432,0.00732523,0.3271535],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.04382491,"threshold_uncertainty_score":0.1466089,"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."}}