{"id":"W3158816788","doi":"10.7717/peerj.11119","title":"Commercial arbuscular mycorrhizal fungal inoculant failed to establish in a vineyard despite priority advantage","year":2021,"lang":"en","type":"article","venue":"PeerJ","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Agriculture and Agri-Food Canada; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Microbial inoculant; Biofertilizer; Biology; Agronomy; Inoculation; Agriculture; Sowing; Competition (biology); Horticulture; Ecology","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":[0.0005091876,0.0003883716,0.0006671686,0.0002827155,0.0005606347,0.0009599645,0.0006301642,0.0005161473,0.001278174],"category_scores_gemma":[0.0005902259,0.000224994,0.00032626,0.0001766784,0.0002878197,0.0004119785,0.0005716763,0.001367339,0.0003152472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009289082,"about_ca_system_score_gemma":0.0005518665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006382203,"about_ca_topic_score_gemma":0.01288398,"domain_scores_codex":[0.9992175,0.00007733866,0.00007243157,0.0003262371,0.000177113,0.0001293453],"domain_scores_gemma":[0.9986761,0.0003390851,0.0001655631,0.0001056546,0.0002462338,0.0004672674],"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":[0.0001847227,0.0001241903,0.003549435,0.00005104958,0.00001775073,0.0001838038,0.0001060851,0.00002684447,0.99374,0.00003855943,0.00003782581,0.001939894],"study_design_scores_gemma":[0.00003718457,0.003434107,0.2464422,0.00005457709,0.0001064728,0.0008990976,0.001236368,0.002778267,0.7386493,0.0001278609,0.006181388,0.00005332308],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979127,0.0002769905,0.0007648055,0.00004486736,0.00003718067,0.00003916492,0.0001781396,0.00004894547,0.0006970559],"genre_scores_gemma":[0.992281,0.000151578,0.002372865,0.0001110882,0.000009090397,0.0000346394,0.0004998114,0.00006925493,0.004470658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006382203,"threshold_uncertainty_score":0.01269013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008234386362727227,"score_gpt":0.2217640052431702,"score_spread":0.213529618880443,"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."}}