{"id":"W4392601239","doi":"10.5194/egusphere-egu24-6722","title":"Functional and genotypic diversity of pea (Pisum sativum L.) microsymbionts in several geographical sites in Tunisia: Selection of inoculant strains for biofertilizer formulation","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Legume Nitrogen Fixing Symbiosis","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Sativum; Microbial inoculant; Pisum; Biology; Selection (genetic algorithm); Biofertilizer; Botany; Horticulture; Inoculation","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":[0.0002104281,0.0005136418,0.000433133,0.001058707,0.0004660948,0.0006716375,0.0002681748,0.0003504448,0.0005901983],"category_scores_gemma":[0.0003571681,0.0002380562,0.0002968037,0.0008636247,0.0002245281,0.0002628461,0.0004808094,0.000239188,0.0002040739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004056561,"about_ca_system_score_gemma":0.0004008183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009175798,"about_ca_topic_score_gemma":0.01324749,"domain_scores_codex":[0.9995989,0.00003173519,0.00004674002,0.0001647299,0.00007790735,0.00008004618],"domain_scores_gemma":[0.999798,0.00002128658,0.00005583701,0.00001088039,0.00005791459,0.00005612638],"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":[0.0004377729,0.0003191844,0.120963,0.0001506249,0.0001171374,0.0006393476,0.001091915,0.0001429137,0.8655272,0.00004709201,0.0000871818,0.01047669],"study_design_scores_gemma":[0.0000134745,0.0006377294,0.9716788,0.00001914459,0.00006680434,0.0008727636,0.00143062,0.0002265711,0.02404914,0.00001799641,0.0009678336,0.0000191155],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999035,0.0002137466,0.0001035316,0.00001593328,0.000002759268,0.00001778244,0.0003816089,0.000003670996,0.000225935],"genre_scores_gemma":[0.9976583,0.0002814404,0.000448106,0.00002646376,0.000004422488,0.00002722181,0.0007338881,0.000005690285,0.0008144159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009175798,"threshold_uncertainty_score":0.0182448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02952377546536552,"score_gpt":0.2336063253179323,"score_spread":0.2040825498525667,"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."}}