{"id":"W4312956192","doi":"10.29173/cmplct877","title":"Ecological Systems and Complexity Theory: Toward an Alternative Model of Accountability in Education","year":2008,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ecological systems theory; Accountability; Social ecological model; Ecology; Academic achievement; Outcome (game theory); Key (lock); Mathematics education; Sociology; Psychology; Management science; Political science; Economics; Mathematical economics; Law; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00366017,0.0001953104,0.0006238482,0.000699599,0.0001938623,0.0002765005,0.001062093,0.00009795532,0.00008639437],"category_scores_gemma":[0.001092689,0.0001588839,0.0001024674,0.0002725435,0.000648313,0.001663642,0.0002097547,0.0002919523,0.000002727003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001935002,"about_ca_system_score_gemma":0.000660372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001062908,"about_ca_topic_score_gemma":0.0002348313,"domain_scores_codex":[0.9956558,0.000828976,0.001596296,0.0004296217,0.001317351,0.0001719238],"domain_scores_gemma":[0.9946062,0.0008173151,0.001282432,0.0003804573,0.002668266,0.0002453499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001061396,0.003715182,0.1244332,0.00003393125,0.00005783357,0.000003250697,0.01050261,0.004996768,0.0007818656,0.8322314,0.0005640204,0.02161855],"study_design_scores_gemma":[0.0003801943,0.0001945103,0.3972401,0.00006745853,0.000006812593,0.0002836979,0.004732078,0.07005125,0.00003535232,0.5266424,0.0002300921,0.0001360342],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748412,0.0004310416,0.02198991,0.0002354996,0.00130745,0.0002400051,0.00004595807,0.000008851662,0.0009000819],"genre_scores_gemma":[0.9939249,0.00005595545,0.005388696,0.0001941478,0.000331127,0.000007868935,0.0000113664,0.000007725404,0.00007820388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.305589,"threshold_uncertainty_score":0.6479096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4264606426733604,"score_gpt":0.4626152418415038,"score_spread":0.03615459916814334,"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."}}