{"id":"W4234942334","doi":"10.1017/cbo9780511806971","title":"From Plant Traits to Vegetation Structure","year":2009,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental Science","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Trait; Ecology; Principle of maximum entropy; Natural selection; Relative species abundance; Abundance (ecology); Formalism (music); Population; Geography; Biology; Sociology; Computer science; Artificial intelligence; Demography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007689956,0.0002733128,0.0003901749,0.00006226656,0.000177079,0.00004127,0.0004985279,0.0004131302,0.00009592446],"category_scores_gemma":[0.00002333128,0.0002784494,0.0001716005,0.00003083263,0.0001079661,0.00007084358,0.0002701849,0.0002912583,0.00007769326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001243728,"about_ca_system_score_gemma":0.00004160386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001628797,"about_ca_topic_score_gemma":0.0001868902,"domain_scores_codex":[0.9984741,0.00009272313,0.0001800819,0.0006351945,0.0003222667,0.0002956898],"domain_scores_gemma":[0.9992123,0.00007109303,0.0001372613,0.0003135473,0.00001767967,0.0002481763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000348577,0.00009561652,0.0002727523,0.000149656,0.0004030053,0.001003838,0.001781949,0.004050426,0.001016541,0.03895833,0.9384479,0.01347139],"study_design_scores_gemma":[0.0002326993,0.00007908246,0.008754279,0.0000442143,0.0001898159,0.000001943855,0.0001128005,0.000156676,0.00005745317,0.00008191273,0.9898776,0.0004115286],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02826731,0.00001845575,0.0002464385,0.00003370241,0.00007188813,0.0005141614,0.000353708,0.00007991472,0.9704144],"genre_scores_gemma":[0.04236547,0.000002341521,0.0001462979,0.00020909,0.0001447051,7.606002e-7,0.0001814908,0.00001248983,0.9569374],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05142967,"threshold_uncertainty_score":0.9999667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008780206570963567,"score_gpt":0.1740366456513904,"score_spread":0.1652564390804269,"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."}}