{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006753557,0.0001213864,0.0001362921,0.00002143245,0.0001285442,0.0001145001,0.0001288083,0.0001703674,0.0001997591],"category_scores_gemma":[0.00004435947,0.00004301186,0.0000605736,0.000109091,0.00001219623,0.00004273513,0.0004648645,0.0002619565,0.0003908723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002023059,"about_ca_system_score_gemma":0.000006060361,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003572737,"about_ca_topic_score_gemma":0.02904141,"domain_scores_codex":[0.9993106,0.0000258521,0.0001312425,0.0003070774,0.00007327968,0.0001519492],"domain_scores_gemma":[0.9996468,0.000133036,0.00003678083,0.00003821359,0.0000331025,0.000112085],"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":[0.00002903561,0.00008153558,0.002468395,0.00001479695,0.0000339644,0.00001082198,0.00008654463,0.00001026678,0.8630269,0.00006767453,0.1198931,0.01427696],"study_design_scores_gemma":[0.0002660853,0.0003221895,0.555687,0.0005002189,0.00009886216,0.000109736,0.0008485815,0.0003697495,0.01403286,0.002195235,0.4242419,0.001327611],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99161,0.0000116099,0.00001095248,0.005322377,0.0007691142,0.0002238233,0.0004092051,0.0001806582,0.001462274],"genre_scores_gemma":[0.9846343,0.0001805231,0.0001836814,0.0007024118,0.0005592505,0.00004576833,0.000556451,0.000001142302,0.01313646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8489941,"threshold_uncertainty_score":0.9886761,"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."}}