{"id":"W4409256032","doi":"10.1007/978-1-0716-4378-5_21","title":"Production of Doubled Haploid Spring Wheat Plants: Wheat × Maize Hybridization and Microspore Culture Methods","year":2025,"lang":"en","type":"article","venue":"Methods in molecular biology","topic":"Plant tissue culture and regeneration","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Microspore; Doubled haploidy; Biology; Agronomy; Ploidy; Spring (device); Botany; Horticulture; Stamen; Pollen; Engineering; Gene; Genetics","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":[0.0006181099,0.0007934667,0.0005235361,0.0009177134,0.0006657601,0.00046218,0.0009476059,0.0006354771,0.005192205],"category_scores_gemma":[0.0002654651,0.0007315327,0.0006085572,0.0007159755,0.0003893922,0.0004253265,0.0008241833,0.001644183,0.002482644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005469989,"about_ca_system_score_gemma":0.000354133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00101586,"about_ca_topic_score_gemma":0.002178567,"domain_scores_codex":[0.9996761,0.00005082273,0.00004858835,0.00009523758,0.00008283463,0.00004640234],"domain_scores_gemma":[0.9995961,0.0001347795,0.00006023636,0.00007232507,0.00003692207,0.00009961528],"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":[0.00001953781,0.000006669541,0.00003964552,0.0000227763,0.000002947811,0.00002054943,0.00002077557,0.00001235077,0.9991647,0.0001326951,0.00002538436,0.0005320082],"study_design_scores_gemma":[0.00005705865,0.0001331067,0.003486499,0.000009284743,0.0000377312,0.0002540461,0.00004403747,0.0004539249,0.98755,0.0001369212,0.007821029,0.00001633765],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7604807,0.001360879,0.2108583,0.0007817478,0.0004085419,0.002167867,0.009845076,0.002294426,0.0118025],"genre_scores_gemma":[0.7493345,0.001799046,0.1912884,0.000447843,0.00007999499,0.002156777,0.01559629,0.001520627,0.03777658],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.005192205,"threshold_uncertainty_score":0.01736963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01305846735561232,"score_gpt":0.3571223582883,"score_spread":0.3440638909326877,"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."}}