{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004342112,0.000642346,0.0003276914,0.0006122353,0.0007218751,0.0004404962,0.0004138066,0.0004004007,0.004548637],"category_scores_gemma":[0.000217659,0.0003342219,0.000494043,0.0004127401,0.0003717522,0.0003213973,0.00047065,0.0009451038,0.002739133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003504126,"about_ca_system_score_gemma":0.0007921208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006776533,"about_ca_topic_score_gemma":0.002035574,"domain_scores_codex":[0.9996551,0.00004429862,0.00003241773,0.00009309423,0.0001313269,0.00004377815],"domain_scores_gemma":[0.9998154,0.00005101747,0.00002253633,0.00004544565,0.0000438632,0.00002178228],"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":[0.00002881973,0.00001262564,0.00006046324,0.0000678599,0.000002562083,0.00005757251,0.00002692591,0.00002045274,0.9967069,0.0002194494,0.00007001761,0.002726228],"study_design_scores_gemma":[0.0000160362,0.0001740036,0.002407856,0.0000244584,0.00002445038,0.0006791386,0.00003409966,0.0003726931,0.9602492,0.0002011087,0.0358041,0.00001282433],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4651386,0.01110185,0.4596019,0.001069864,0.001107416,0.005509236,0.00869453,0.003461533,0.04431504],"genre_scores_gemma":[0.4773464,0.01079623,0.3964872,0.000690426,0.000204372,0.004542373,0.02043229,0.0007209257,0.08877979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004548637,"threshold_uncertainty_score":0.01521671,"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."}}