{"id":"W3114622897","doi":"10.3390/microorganisms9010081","title":"Analysis of Arbuscular Mycorrhizal Fungal Inoculant Benchmarks","year":2020,"lang":"en","type":"article","venue":"Microorganisms","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":113,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Fondation OCP","keywords":"Microbial inoculant; Rhizophagus irregularis; Crop; Nutrient; Arbuscular mycorrhizal fungi; Agriculture; Biology; Agronomy; Microorganism; Crop yield; Glomus; Horticulture; Symbiosis; Arbuscular mycorrhizal; Bacteria; Inoculation; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007247805,0.0001258322,0.0002873905,0.0000255957,0.00008346534,0.00003017318,0.0002326399,0.00008124903,0.02784389],"category_scores_gemma":[0.00009556128,0.00005278126,0.0002527627,0.001069081,0.000006810429,0.00006187406,0.00006188428,0.0001240548,0.0002645668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009336781,"about_ca_system_score_gemma":0.000006622002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004310526,"about_ca_topic_score_gemma":0.00008575252,"domain_scores_codex":[0.9991134,0.0000496849,0.0002483613,0.0002507288,0.0001492683,0.0001885482],"domain_scores_gemma":[0.9992774,0.0003865042,0.00009161332,0.00005513945,0.00005588277,0.0001334266],"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":[0.00002740499,0.00003672465,0.1617572,0.00000434828,0.0002008125,0.00001166918,0.0001503129,0.00004111219,0.8340909,0.0001912403,0.002896471,0.0005917876],"study_design_scores_gemma":[0.0001605745,0.0007718123,0.3477239,0.0000417171,0.002249147,0.00005603626,0.001102872,0.003847869,0.5050896,0.0002115454,0.1378384,0.0009065081],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950037,0.0002532045,0.00005668314,0.0008004942,0.00009377236,0.00009010346,0.001672428,0.00003834584,0.001991284],"genre_scores_gemma":[0.9964526,0.0001164651,0.0001553268,0.0007287145,0.0001351985,0.000002249114,0.002366577,9.617131e-7,0.0000419036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3290013,"threshold_uncertainty_score":0.9730448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009534348765708803,"score_gpt":0.1815601163656956,"score_spread":0.1720257675999868,"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."}}