{"id":"W4243104786","doi":"10.12688/f1000research.23449.2","title":"High transformation efficiency in Arabidopsis using extremely low Agrobacterium inoculum","year":2020,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Plant tissue culture and regeneration","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Transformation (genetics); Agrobacterium; Genetics; 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":[0.0002835329,0.0002344353,0.0002511664,0.0001380844,0.00008396557,0.00009459987,0.0003847606,0.0004940254,0.00003818992],"category_scores_gemma":[0.00006788717,0.0002176527,0.0001072211,0.0001902415,0.00007084309,0.000008164282,0.0003008271,0.0005023382,0.00002794076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007784848,"about_ca_system_score_gemma":0.0004192916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001007774,"about_ca_topic_score_gemma":0.0007713083,"domain_scores_codex":[0.9982502,0.0001749263,0.0003489042,0.0005324832,0.0003402133,0.0003532208],"domain_scores_gemma":[0.9993521,0.000007791911,0.00008034828,0.0003135813,0.0001333958,0.0001127756],"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":[0.00008812053,0.00007342432,0.0002333117,0.0002335119,0.00002943712,0.00001897193,0.0003016198,0.005340481,0.9911875,0.00005078125,0.001178879,0.001264038],"study_design_scores_gemma":[0.0009014208,0.000214781,0.00365091,0.0002744661,0.00003426971,0.00002816724,0.0001193395,0.01710383,0.962464,0.0001736519,0.01434137,0.0006937389],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904168,0.001319804,0.005539188,0.001048984,0.000343836,0.000655858,0.0001272228,0.00002267953,0.000525606],"genre_scores_gemma":[0.9949703,0.0005699232,0.0006355623,0.00007921812,0.0006276818,0.0000490283,0.002630944,0.00003166292,0.0004056707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02872338,"threshold_uncertainty_score":0.887562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04482346985289441,"score_gpt":0.3008338173261431,"score_spread":0.2560103474732486,"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."}}