{"id":"W4391324644","doi":"10.53555/sfs.v11i01.1999","title":"Advancing the Production and Health benefits of Aloe Barbadensis Miller Through Biotechnology Enabled Integration of Pathology and Breeding Approaches","year":2024,"lang":"en","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Phytochemistry and biological activity of medicinal plants","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biotechnology; Production (economics); Biology; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003156368,0.00006967407,0.0002436861,0.00002003924,0.00009678395,0.00002166986,0.0001336586,0.00007464337,0.000005457493],"category_scores_gemma":[0.0007745227,0.00002183778,0.00002348068,0.0004081789,0.0007211396,0.0002651139,0.00004453973,0.0001693769,2.843386e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001052446,"about_ca_system_score_gemma":0.000019726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000350761,"about_ca_topic_score_gemma":0.001526682,"domain_scores_codex":[0.9991198,0.0001399755,0.0003103373,0.0001553274,0.0001476971,0.0001268357],"domain_scores_gemma":[0.9991445,0.000533175,0.0002332081,0.00001965042,0.00004727463,0.00002221505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001159628,0.00008373993,0.246745,0.0001081875,0.0000179211,0.000006931255,0.001191324,0.00002529658,0.5594146,0.0001794467,0.0003669421,0.1917446],"study_design_scores_gemma":[0.00005842217,0.00180272,0.9282671,0.0005637354,0.000007371785,0.0004524195,0.005161754,0.00006294157,0.06171218,0.001648857,0.0001746554,0.000087829],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804665,0.003490225,0.000006303105,0.01579628,0.0001328819,0.00006258582,0.000009171521,0.000003915839,0.00003206348],"genre_scores_gemma":[0.9970933,0.002553643,0.0002455146,0.00004024946,0.00006012505,7.685099e-7,0.000001427599,2.67576e-7,0.000004755131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6815221,"threshold_uncertainty_score":0.2657069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2227584727976419,"score_gpt":0.2736228528793149,"score_spread":0.05086438008167304,"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."}}