{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006105632,0.0005508387,0.0005453897,0.001468078,0.0003331943,0.0008590181,0.00046683,0.0004067289,0.0003008515],"category_scores_gemma":[0.001092112,0.0001980675,0.0007913826,0.0009824838,0.0001529217,0.0004244794,0.0002748684,0.0003203258,0.0001366323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005428489,"about_ca_system_score_gemma":0.000869618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003686765,"about_ca_topic_score_gemma":0.004800885,"domain_scores_codex":[0.9997107,0.00003846714,0.00004470973,0.00006186051,0.0001198276,0.00002439161],"domain_scores_gemma":[0.9995716,0.0001437235,0.00009754642,0.00002040979,0.0001470161,0.00001956986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004962535,0.000555296,0.06973848,0.003128248,0.0003574992,0.001188732,0.0003153017,0.2551921,0.3076641,0.001944987,0.002931061,0.3564879],"study_design_scores_gemma":[0.00003564324,0.0003793043,0.0265016,0.0001906704,0.0002073121,0.0003258436,0.0003553466,0.7948779,0.1693204,0.001598749,0.00610743,0.0000997332],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7006962,0.002744622,0.2872922,0.0007377982,0.00007413908,0.0004726617,0.002973579,0.001146689,0.003862186],"genre_scores_gemma":[0.7712259,0.001645657,0.2235553,0.00007016495,0.00001333918,0.0003033851,0.00223063,0.00003696188,0.000918639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003686765,"threshold_uncertainty_score":0.007330596,"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."}}