{"id":"W2148152869","doi":"10.1111/j.2006.0030-1299.14868.x","title":"Current food web models cannot explain the overall topological structure of observed food webs","year":2006,"lang":"en","type":"article","venue":"Oikos","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Null model; Food web; Stability (learning theory); Topology (electrical circuits); Hierarchy; Ecological network; Species richness; Ecology; Set (abstract data type); Computer science; Mathematics; Biology; Machine learning; Predation; Ecosystem","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002110461,0.000993107,0.0006337367,0.001228774,0.0004508899,0.001193262,0.001695986,0.0009555957,0.002340896],"category_scores_gemma":[0.00897585,0.0006971729,0.001544009,0.0006565061,0.0009619833,0.003321861,0.0008426126,0.001092424,0.00140503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009948129,"about_ca_system_score_gemma":0.0007163403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004064841,"about_ca_topic_score_gemma":0.006363821,"domain_scores_codex":[0.9993637,0.0001855331,0.00004593161,0.0001843987,0.000164169,0.00005620026],"domain_scores_gemma":[0.996291,0.001854331,0.000802674,0.0006099681,0.0003005796,0.0001414878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003196488,0.0002516056,0.1646602,0.0007298373,0.001029299,0.0002469558,0.000367852,0.6969476,0.004980403,0.05606074,0.004682423,0.0697234],"study_design_scores_gemma":[0.00006133325,0.0001461781,0.04595688,0.00007520543,0.0001597791,0.000294056,0.0001179954,0.8505006,0.0006801178,0.09982351,0.002131738,0.00005247778],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6972715,0.001023349,0.2816555,0.00193427,0.0001082215,0.0001714485,0.002409897,0.001257887,0.01416797],"genre_scores_gemma":[0.9751081,0.0005116119,0.02186874,0.0002652803,0.000042205,0.0001292814,0.00102963,0.0001017906,0.000943473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004064841,"threshold_uncertainty_score":0.01116133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08530124258833453,"score_gpt":0.214687877715922,"score_spread":0.1293866351275875,"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."}}