{"id":"W4389783143","doi":"10.1080/15538362.2023.2274894","title":"New Directions for Strawberry Research in the 2020s","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":"Government of Canada; Agriculture and Agri-Food Canada","funders":"North Carolina State University; U.S. Department of Agriculture","keywords":"Integrated pest management; Agriculture; Political science; Agricultural science; Geography; Library science; Agricultural economics; Business; Agroforestry; Agronomy; Environmental science; Biology; Computer science","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":[0.003549132,0.00003370295,0.00004642648,0.0001259733,0.0002081578,0.0002297546,0.001253193,0.00001960543,0.0001166375],"category_scores_gemma":[0.0003948678,0.00001147659,0.00004913899,0.001714931,0.0001278152,0.0001739908,0.00007075528,0.000168503,0.00002027726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004337522,"about_ca_system_score_gemma":0.0001165649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001074283,"about_ca_topic_score_gemma":0.0001933661,"domain_scores_codex":[0.9982146,0.0000513521,0.0001840444,0.0001061121,0.001241847,0.0002020438],"domain_scores_gemma":[0.9984802,0.0005832094,0.00005770019,0.00002902903,0.0007847693,0.00006507657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004943498,0.00008918786,0.005432932,0.000001417156,0.00001157473,0.00002222236,0.0006740987,0.00015114,0.2733535,0.01164442,0.02514384,0.6834262],"study_design_scores_gemma":[0.0003174272,0.0003231334,0.6989328,0.0000493373,0.000001912859,0.00005440124,0.003461147,0.0009749408,0.004775114,0.03718685,0.2538308,0.0000921984],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9533042,0.00007050556,0.00006740195,0.04365966,0.0006187664,0.0001433004,0.00001077206,0.000005982548,0.002119443],"genre_scores_gemma":[0.998434,0.000107974,0.0001566672,0.0001070128,0.0005233937,0.000006246236,0.000002002799,3.202155e-7,0.0006623793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6934998,"threshold_uncertainty_score":0.2328766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2274355384545271,"score_gpt":0.4507599895285241,"score_spread":0.223324451073997,"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."}}