{"id":"W2151306218","doi":"10.1051/fruits:2009021","title":"Protoplast isolation and culture for banana regeneration via somatic embryogenesis","year":2009,"lang":"en","type":"article","venue":"Fruits","topic":"Plant tissue culture and regeneration","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Protoplast; Somatic embryogenesis; Musaceae; Regeneration (biology); Biology; Isolation (microbiology); Somatic cell; Botany; Tissue culture; Embryogenesis; Embryo; Microbiology; Cell biology; Genetics; In vitro","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":[],"consensus_categories":[],"category_scores_codex":[0.00005097454,0.00009653134,0.00007802497,0.0000178944,0.0001239192,0.00002720302,0.0000394596,0.0001330066,0.000002392317],"category_scores_gemma":[0.00002460902,0.00007770784,0.00003070303,0.00003622969,0.000009976129,0.00000752894,0.000006869002,0.00002196469,0.000002542579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006521555,"about_ca_system_score_gemma":0.0000218234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004442977,"about_ca_topic_score_gemma":0.0001579316,"domain_scores_codex":[0.9995234,0.00001735698,0.0001109748,0.0001935395,0.00005177823,0.0001029314],"domain_scores_gemma":[0.9997511,0.000002286135,0.0000497092,0.00009613089,0.00006259445,0.00003820828],"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":[0.00001772586,0.00001666341,0.0001490538,0.00001451397,0.0000113693,2.776e-7,0.00007679893,0.0000463157,0.9831818,0.0001033148,0.008720663,0.007661493],"study_design_scores_gemma":[0.0004782644,0.0004374763,0.001711779,0.00001664195,0.00003313987,0.00003285434,0.00001465761,0.0025634,0.9586025,0.000346203,0.03556982,0.0001932392],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8239745,0.004770717,0.1668468,0.001764448,0.0002264857,0.001758196,0.00004066119,0.00004057973,0.0005775357],"genre_scores_gemma":[0.9816779,0.0001335484,0.007598401,0.000367182,0.0007166219,0.0001152906,0.001106711,0.00001179709,0.008272496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1592484,"threshold_uncertainty_score":0.3168834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008623711661064522,"score_gpt":0.2356754802622928,"score_spread":0.2270517686012283,"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."}}