{"id":"W4402925954","doi":"10.1186/s12896-024-00898-7","title":"Choosing an appropriate somatic embryogenesis medium of carrot (Daucus carota L.) by data mining technology","year":2024,"lang":"en","type":"article","venue":"BMC Biotechnology","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 Guelph","funders":"","keywords":"Somatic embryogenesis; Daucus carota; Biology; Explant culture; Kinetin; Callus; Botany; Biotechnology; In vitro; Biochemistry","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":[0.000189867,0.0002196892,0.0002716861,0.0002246104,0.00008357613,0.0000261413,0.000781248,0.001069207,0.00000852681],"category_scores_gemma":[0.0001153477,0.000188137,0.00004756267,0.0003651139,0.0002615474,0.00001355848,0.0003813534,0.0001694346,0.000009983191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001725013,"about_ca_system_score_gemma":0.0002128961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009528044,"about_ca_topic_score_gemma":0.0007241891,"domain_scores_codex":[0.9984717,0.00005207308,0.0003335214,0.0007262421,0.0001146148,0.0003018529],"domain_scores_gemma":[0.9986804,0.00001137365,0.00009956802,0.001111396,0.00004611512,0.00005116931],"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":[0.00001263354,0.00003778144,0.0004259535,0.0001129333,0.00007889949,0.000007007212,0.00003114608,0.000009637663,0.9853075,0.0001872857,0.00312024,0.01066897],"study_design_scores_gemma":[0.0001895838,0.000202625,0.00003040269,0.00005574153,0.00007408563,0.0001402292,0.0002596714,0.001619718,0.9610844,0.00006007419,0.03605419,0.0002292229],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9427054,0.03099488,0.02301516,0.001807279,0.0005247787,0.0003265187,0.0002777404,0.0002677073,0.00008052557],"genre_scores_gemma":[0.9752641,0.0008603144,0.02037394,0.00005276018,0.0003099654,0.00004534066,0.002172193,0.00006166958,0.0008596816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03293395,"threshold_uncertainty_score":0.8246706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02244316966543489,"score_gpt":0.2704506321433215,"score_spread":0.2480074624778866,"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."}}