{"id":"W2968443814","doi":"10.1002/ecs2.2840","title":"Evidence of limiting similarity revealed using a conservative assessment of coexistence","year":2019,"lang":"en","type":"article","venue":"Ecosphere","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Similarity (geometry); Limiting; Ecology; Niche; Null hypothesis; Null model; Empirical evidence; Biology; Predictive power; Evolutionary biology; Computer science; Econometrics; Mathematics; Artificial intelligence; Epistemology; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001931812,0.00007015582,0.0002195438,0.000001511301,0.00005555869,0.000007040882,0.0001248617,0.00003356723,0.000429285],"category_scores_gemma":[0.00006702905,0.00002807988,0.00005626714,0.0001416001,0.0000453699,0.00008976681,0.00007642677,0.0000603321,0.000006251276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001407888,"about_ca_system_score_gemma":0.00001165485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002792265,"about_ca_topic_score_gemma":0.0007155042,"domain_scores_codex":[0.9993829,0.0000447094,0.0001890115,0.0001358366,0.0001304045,0.0001171698],"domain_scores_gemma":[0.9992849,0.000381033,0.0001918351,0.00002019952,0.000100674,0.00002137744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002315733,0.00004649569,0.5071807,0.0000593478,0.00001655768,0.000001468853,0.00006009157,0.00001111411,0.4912585,0.0001840419,0.0001743118,0.0009841744],"study_design_scores_gemma":[0.00006634463,0.0003465966,0.9924539,0.0008745682,0.00001047136,0.000001721132,0.0007177203,0.001460507,0.003776747,0.00008784237,0.0001122148,0.00009135649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932773,0.0004969428,0.000001953965,0.00012144,0.00002248544,0.0001213873,0.00002341612,0.000009398927,0.00592565],"genre_scores_gemma":[0.9989619,0.00007413701,0.000775197,0.00004450801,0.00002308137,0.000001176371,0.000001837047,3.156145e-7,0.0001178699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4874818,"threshold_uncertainty_score":0.470037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1790104767902655,"score_gpt":0.303445530594572,"score_spread":0.1244350538043064,"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."}}