{"id":"W2100063867","doi":"10.1002/bit.21543","title":"A predictive nutritional model for plant cells and hairy roots","year":2007,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Plant nutrient uptake and metabolism","field":"Agricultural and Biological Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Catharanthus roseus; Daucus carota; Suspension culture; Cell culture; Kinetics; Intracellular; Botany; Biology; Plant cell; Biochemistry; Chemistry","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":[0.0001233287,0.00009276528,0.0001077379,0.00003082912,0.00009562976,0.0000100514,0.00005768067,0.0002394353,0.00000120053],"category_scores_gemma":[0.000009005849,0.00004213813,0.00002297922,0.00008198378,0.00005747368,0.0000449453,0.00003507095,0.00008826471,5.174138e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004760805,"about_ca_system_score_gemma":0.00000195359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003447267,"about_ca_topic_score_gemma":0.00002128327,"domain_scores_codex":[0.999453,0.000002019143,0.00009861007,0.0001836331,0.00004294713,0.000219809],"domain_scores_gemma":[0.9998212,0.00006917483,0.00002136028,0.00002076269,0.00001214986,0.00005537463],"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":[0.0000711524,0.00003052265,0.0002550309,0.00001011143,0.00001560774,0.000004036799,0.00001553969,0.00001850599,0.9714113,0.00482503,0.0001772334,0.02316592],"study_design_scores_gemma":[0.001179628,0.0006295262,0.04016522,0.00009539848,0.00007357937,0.0001842263,0.0002440794,0.1371659,0.6041596,0.002880384,0.2125573,0.0006651215],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881421,0.001848536,0.008593367,0.0006185516,0.0001113739,0.0001769473,0.000357167,0.0001353109,0.00001660645],"genre_scores_gemma":[0.9970169,0.001174983,0.001509432,0.00006278529,0.0001235843,0.000011259,0.00005238625,7.798543e-7,0.00004790589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3672517,"threshold_uncertainty_score":0.1846744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0134847413385846,"score_gpt":0.1887751930169694,"score_spread":0.1752904516783848,"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."}}