{"id":"W2112098290","doi":"10.1641/b580907","title":"Fungal Community Ecology: A Hybrid Beast with a Molecular Master","year":2008,"lang":"en","type":"article","venue":"BioScience","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":321,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University; National Science Foundation","keywords":"Ecology; Fungal Diversity; Biology; Mutualism (biology); Extant taxon; Microbial ecology; Ecological niche; Community; Functional ecology; Field (mathematics); Evolutionary biology; Ecosystem; Habitat","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001286424,0.00009277139,0.00009034621,0.0000112258,0.0006230125,0.00003027907,0.0002541713,0.00002835344,0.001378918],"category_scores_gemma":[0.00007151912,0.00003201092,0.00003673233,0.0002243852,0.00005982333,0.000132033,0.00006564106,0.000182897,0.0003338208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001258281,"about_ca_system_score_gemma":0.00001413341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000609809,"about_ca_topic_score_gemma":0.0002465202,"domain_scores_codex":[0.9992534,0.0001004916,0.00008988965,0.0001660735,0.0001543553,0.0002358264],"domain_scores_gemma":[0.9993356,0.000409431,0.0000407293,0.000071829,0.00004283409,0.00009954088],"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":[0.00006330085,0.0002619692,0.3175732,0.000003644414,0.000007944921,0.0002977243,0.0001656183,0.000008812573,0.6741564,0.0007612618,0.005072343,0.001627869],"study_design_scores_gemma":[0.0001642305,0.002071893,0.8845729,0.00006703638,0.00002107394,0.006946905,0.0005066087,0.0003267291,0.05129147,0.0007939172,0.0525296,0.0007076643],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940299,0.00003156344,0.00001810506,0.0005853426,0.0001101677,0.00009696874,0.0002547372,0.000049656,0.004823598],"genre_scores_gemma":[0.9985242,0.00002654491,0.0001975961,0.0008724147,0.00003837705,0.000008475557,0.00005036864,4.425798e-7,0.000281598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6228649,"threshold_uncertainty_score":0.999534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02550236562321866,"score_gpt":0.1904008055040679,"score_spread":0.1648984398808492,"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."}}