{"id":"W4313527932","doi":"10.1080/15538362.2022.2162656","title":"Rapid Diagnosis of the Nitrogen Status of the Wild Lowbush Blueberry","year":2023,"lang":"en","type":"article","venue":"International Journal of Fruit Science","topic":"Berry genetics and cultivation research","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Agriculture and Agri-Food Canada","keywords":"Nitrogen; Growing season; Fertilizer; Ammonium sulfate; Horticulture; Vaccinium; Animal science; Ammonium; Chemistry; Mathematics; Botany; Agronomy; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006980503,0.00004776924,0.00007968566,0.00003723753,0.0001205136,0.00004446834,0.00160855,0.00002166603,0.0002340255],"category_scores_gemma":[0.0005363352,0.00001372663,0.0001356772,0.001048932,0.0004460613,0.0001188935,0.0002844217,0.0001105121,0.000004014607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003500258,"about_ca_system_score_gemma":0.0001073762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009681562,"about_ca_topic_score_gemma":0.00005193517,"domain_scores_codex":[0.9980507,0.00004930718,0.0002905336,0.00008838228,0.001348202,0.0001728254],"domain_scores_gemma":[0.9985081,0.0001930722,0.0003296615,0.00005818859,0.0008491221,0.00006184711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002068261,0.00009586941,0.51195,0.000002476763,0.00003443546,0.000001884715,0.0002679026,0.0002238214,0.3547226,0.0009678712,0.001959,0.1297534],"study_design_scores_gemma":[0.00009673231,0.00006018733,0.8692974,0.00005155464,0.000004179195,0.000007279043,0.0003170003,0.0001737809,0.1164705,0.001661746,0.01182335,0.00003628517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993539,0.0001073897,0.000001328008,0.005256157,0.0005282493,0.00006177795,0.00003190687,0.000002212328,0.0004719607],"genre_scores_gemma":[0.9993294,0.0003066589,0.00001946445,0.0001266515,0.00009888272,0.000001991204,5.499867e-7,4.135214e-7,0.0001159679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3573474,"threshold_uncertainty_score":0.2989113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04625242660032947,"score_gpt":0.2960278143919029,"score_spread":0.2497753877915734,"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."}}