{"id":"W2128068124","doi":"10.5194/we-13-43-2013","title":"The ecosystem: research and practice in North America","year":2013,"lang":"en","type":"article","venue":"Web Ecology","topic":"American Environmental and Regional History","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Ecology; Ecosystem; Trophic level; Ecosystem ecology; Environmental resource management; Politics; Corporate governance; Commission; Environmental ethics; Political science; Biology; Environmental science; Business; Law","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":["insufficient_payload"],"category_scores_codex":[0.0002889647,0.0000568987,0.00007614536,0.00002224493,0.0002427558,0.000007318408,0.0001615642,0.00003222709,0.001018518],"category_scores_gemma":[0.00009870722,0.00003771757,0.00001026367,0.0001633226,0.002539624,0.000119467,0.0002496908,0.0001745536,0.004466102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002266206,"about_ca_system_score_gemma":0.00001095906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008864004,"about_ca_topic_score_gemma":0.009746962,"domain_scores_codex":[0.9989765,0.0002788484,0.0001103154,0.0001995906,0.0001557887,0.0002789587],"domain_scores_gemma":[0.9988335,0.0009104635,0.00004514231,0.0001403497,0.000003712254,0.00006682897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001348964,0.0007672622,0.7035707,0.00001184142,0.00003196776,0.0001158434,0.00518671,0.0006862305,0.003655874,0.0003727527,0.2005495,0.08491632],"study_design_scores_gemma":[0.00007938284,0.0001292734,0.38824,5.939009e-7,9.820418e-7,0.0000259901,0.002476362,0.0001480369,0.000001270657,0.0001274382,0.608724,0.00004662594],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9409831,0.0001512121,0.000001269293,0.005372257,0.00006551695,0.0002355815,0.000001020214,0.00000682281,0.05318322],"genre_scores_gemma":[0.9951503,0.0005662719,0.0001464064,0.000621333,0.00001846749,0.0001027214,0.000001059831,0.000005981294,0.003387454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4081745,"threshold_uncertainty_score":0.9998947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01515839434516262,"score_gpt":0.253367365239123,"score_spread":0.2382089708939604,"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."}}