{"id":"W172281723","doi":"10.1007/978-94-017-3674-9_90","title":"Accelerated Breeding: Dream or Reality?","year":2001,"lang":"en","type":"book-chapter","venue":"Developments in plant breeding","topic":"Genetics and Plant Breeding","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Agriculture and Agri-Food Canada","funders":"","keywords":"Selection (genetic algorithm); Perspective (graphical); Biology; Abiotic component; Biochemical engineering; Biotechnology; Computer science; Engineering; Artificial intelligence; Ecology","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":[0.004577198,0.0007387158,0.0007899796,0.0004780825,0.0006277152,0.002805563,0.001603471,0.00279897,0.009774983],"category_scores_gemma":[0.004516082,0.0003127279,0.0003826795,0.0007361837,0.003528356,0.006803883,0.001568423,0.007262764,0.00252107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008063556,"about_ca_system_score_gemma":0.001995072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000701403,"about_ca_topic_score_gemma":0.001201641,"domain_scores_codex":[0.999104,0.0004338827,0.0000340236,0.0001080293,0.0002197082,0.0001002894],"domain_scores_gemma":[0.9974952,0.001292067,0.0001413355,0.0002980197,0.0003290897,0.0004442921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001329863,0.0001341564,0.0005474801,0.0006552591,0.0000283287,0.0001510971,0.0008307098,0.0005267601,0.0008422122,0.4250506,0.2229415,0.348159],"study_design_scores_gemma":[0.00003242859,0.0001239192,0.0008360622,0.0004826071,0.00001760813,0.0005325049,0.0002342504,0.0002599943,0.0001998881,0.08921084,0.9080544,0.00001551508],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.008170494,0.5539368,0.02550435,0.2103348,0.02961607,0.0000436961,0.0001278407,0.0004696869,0.1717962],"genre_scores_gemma":[0.1288005,0.5390789,0.05882879,0.06999052,0.03572097,0.0002252503,0.0003630697,0.0005036096,0.1664883],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009774983,"threshold_uncertainty_score":0.0327006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1403613001752144,"score_gpt":0.2497437551079728,"score_spread":0.1093824549327584,"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."}}