{"id":"W4384694929","doi":"10.32942/x2kp49","title":"Microbial invasions and inoculants: a call to action","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Plant and fungal interactions","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Advanced Research","funders":"","keywords":"Microbial inoculant; Biology; Biotechnology; Business; Ecology; Environmental resource management; Risk analysis (engineering); Environmental 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04343031,0.003272009,0.005415872,0.003894314,0.004797741,0.01783139,0.007276963,0.02366626,0.005471988],"category_scores_gemma":[0.02622236,0.001703918,0.003363058,0.002127807,0.03920103,0.04021645,0.01259912,0.0305991,0.002111264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00760763,"about_ca_system_score_gemma":0.01877661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004906497,"about_ca_topic_score_gemma":0.006686758,"domain_scores_codex":[0.9837493,0.006520043,0.001319391,0.002386204,0.005069671,0.0009553463],"domain_scores_gemma":[0.9417632,0.04149109,0.003467564,0.003356388,0.006161566,0.003760129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004024185,0.0009009226,0.006065751,0.006454539,0.000475532,0.001107847,0.00524666,0.01171617,0.007549447,0.4959888,0.08919386,0.374898],"study_design_scores_gemma":[0.00004702371,0.0003420377,0.001362706,0.003333581,0.0001508092,0.0003855626,0.005157654,0.004761206,0.00184518,0.7209028,0.2613493,0.0003621562],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004461102,0.2094284,0.04932215,0.7217945,0.006388898,0.0001242036,0.0001358467,0.0004702186,0.007874639],"genre_scores_gemma":[0.1482953,0.4181727,0.1717471,0.2379613,0.01220216,0.0006876433,0.0003249814,0.000329271,0.01027963],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04343031,"threshold_uncertainty_score":0.2296842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1884396801761702,"score_gpt":0.2925961439916713,"score_spread":0.104156463815501,"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."}}