{"id":"W4300641136","doi":"10.1007/978-94-007-0753-5_101080","title":"Ecological Systems Theory","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental Science","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University; University of Northern British Columbia","funders":"","keywords":"Ecology; Ecological systems theory; Environmental science; Biology","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":[0.001162694,0.0002868097,0.0005538136,0.00003050121,0.0001434741,0.00005084608,0.0003607441,0.0006387053,0.1487027],"category_scores_gemma":[0.0001183047,0.0001877629,0.00028755,0.00002876941,0.0003270793,0.00003340268,0.0003554054,0.000267567,0.01459432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004782111,"about_ca_system_score_gemma":0.000006686617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001552431,"about_ca_topic_score_gemma":0.0001266489,"domain_scores_codex":[0.9982468,0.0001074903,0.0004162364,0.0005816285,0.0003311102,0.000316698],"domain_scores_gemma":[0.9988431,0.0003478631,0.0001678205,0.0004650723,0.00001195405,0.0001641579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001067887,0.0000295797,0.001082636,0.00003318661,0.00006834461,0.00002885509,0.00001563877,0.001215215,0.000002063335,0.9742396,0.01952741,0.003746814],"study_design_scores_gemma":[0.00006724745,0.0001154007,0.00131003,0.000009681919,0.00007214591,0.000008079748,0.00004676498,0.0003485113,3.027575e-7,0.09553274,0.9021435,0.000345621],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000517752,0.00005955193,0.001506327,0.0001003736,0.0001874107,0.0003457584,0.00000290735,0.0001098576,0.9971701],"genre_scores_gemma":[0.1583544,0.00001325436,0.00003019114,0.0002808241,0.0001186209,0.00002469986,0.000007648993,0.00001627127,0.8411541],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.882616,"threshold_uncertainty_score":0.9861729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0106051444609022,"score_gpt":0.1921834875969413,"score_spread":0.1815783431360391,"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."}}