{"id":"W3132774318","doi":"10.33628/jpd.2020.27.1.187","title":"PROTOPLAST AT THE TIME OF GENOME EDITING","year":2020,"lang":"en","type":"article","venue":"Journal of Plant Development","topic":"CRISPR and Genetic Engineering","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Agriculture and Agri-Food Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Protoplast; Genome editing; Genome; Biology; Computational biology; Genetics; Computer science; Gene","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001534374,0.00006008958,0.00009508206,0.00001339721,0.00002942148,0.000004711101,0.0001144621,0.00002831186,0.00004405736],"category_scores_gemma":[0.00004704705,0.00004000175,0.00003989938,0.00002890559,0.0000120932,0.000001123873,0.00007098611,0.00005621865,0.000006618265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001002225,"about_ca_system_score_gemma":0.00006904276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.653793e-7,"about_ca_topic_score_gemma":0.000001002474,"domain_scores_codex":[0.9994658,0.00001012113,0.0002525312,0.0000587298,0.0001273258,0.00008550329],"domain_scores_gemma":[0.9997082,0.000009161878,0.0001371614,0.00004642213,0.00004589877,0.00005309524],"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":[0.00006339778,0.000009995954,0.0004909736,0.00002899686,0.00007558182,0.0000103313,0.0005439808,0.001640901,0.9922026,0.000001540458,0.004426655,0.0005050678],"study_design_scores_gemma":[0.000338755,0.0001691776,0.003311257,0.00002915924,0.00001180527,0.0001802458,0.00008879695,0.00008952305,0.8235677,0.000002293829,0.1721232,0.00008808696],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929001,0.0005394016,0.005757389,0.0003805331,0.00009984586,0.0001230567,0.00001573157,0.000001769872,0.0001822271],"genre_scores_gemma":[0.9957958,0.00004677973,0.003206911,0.0002188355,0.0004446698,0.000004014541,0.00003020663,0.00001100138,0.0002417582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1686349,"threshold_uncertainty_score":0.1631224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007575469906002075,"score_gpt":0.2298746611398412,"score_spread":0.2222991912338391,"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."}}