{"id":"W4285329447","doi":"10.47611/jsrhs.v10i4.1950","title":"A Hard Day’s Night: Optimizing Productivity of Arabidopsis thaliana in Hydroponic Systems","year":2021,"lang":"en","type":"article","venue":"Journal of Student Research","topic":"Plant nutrient uptake and metabolism","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Arabidopsis thaliana; Nutrient; Arabidopsis; Shoot; Biology; Productivity; Essential nutrient; Plant growth; Botany; Horticulture; Ecology; Biochemistry; Gene","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":[0.0002134811,0.0003936285,0.000404649,0.0002052416,0.0003064832,0.0005698919,0.0006111783,0.0002884835,0.0006561346],"category_scores_gemma":[0.0002390763,0.0002564369,0.0001827201,0.0002014266,0.0002352583,0.000499606,0.0005179891,0.0006742024,0.0002061115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008707427,"about_ca_system_score_gemma":0.0005080686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003078772,"about_ca_topic_score_gemma":0.008441986,"domain_scores_codex":[0.9998488,0.00002271566,0.00001156572,0.00005152909,0.00003888937,0.00002643967],"domain_scores_gemma":[0.9996655,0.00006724864,0.00006579459,0.00003055409,0.00003129166,0.0001395368],"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":[0.0001102866,0.00002292531,0.0002501381,0.00003953183,0.000003152743,0.00002781948,0.00001775418,0.0001449227,0.9980628,0.00002494638,0.00002346458,0.001272295],"study_design_scores_gemma":[0.0000561358,0.0006288569,0.01401304,0.0000136077,0.00004310263,0.0001285675,0.0001714217,0.003781737,0.9771976,0.0001379884,0.003799679,0.00002828797],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950261,0.0006153929,0.003163554,0.0001147421,0.00002773277,0.00003187183,0.00020459,0.00008978232,0.0007262627],"genre_scores_gemma":[0.9913502,0.0004808707,0.006411304,0.0000746568,0.000009653586,0.00004407824,0.0003256142,0.00008279248,0.001220924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003078772,"threshold_uncertainty_score":0.006317735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1543792880828997,"score_gpt":0.3583603052775639,"score_spread":0.2039810171946642,"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."}}