{"id":"W2340276019","doi":"10.5751/es-03032-140238","title":"Education and Resilience: Social and Situated Learning among University and Secondary Students","year":2009,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Resilience and Mental Health","field":"Psychology","cited_by":144,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Department of Agriculture; National Science Foundation","keywords":"Situated; Resilience (materials science); Situated learning; Sociology; Psychological resilience; Ecology; Geography; Mathematics education; Pedagogy; Psychology; Social psychology; Biology; Computer science; Physics","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":[0.0002046183,0.00006477817,0.0001069524,0.00001872205,0.000594017,0.0000147665,0.00003632811,0.0001596307,0.00003961098],"category_scores_gemma":[0.000004955846,0.00006823125,0.0000136186,0.00005188573,0.0003024548,0.0001070822,0.00003840959,0.0002149839,0.000001761658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002486617,"about_ca_system_score_gemma":0.00004416395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008483049,"about_ca_topic_score_gemma":0.00005744381,"domain_scores_codex":[0.9994064,0.0001040095,0.00006868994,0.0002212802,0.00004099609,0.0001586175],"domain_scores_gemma":[0.9997904,0.00004448042,0.00004336957,0.00003397681,0.00001309138,0.00007468996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000295435,0.00009110363,0.9427332,0.00001280396,0.00001608963,0.000003219503,0.02437201,8.951397e-8,0.0000676041,0.0007237363,0.002272193,0.02967845],"study_design_scores_gemma":[0.0005662323,0.0002123763,0.9685736,0.000004014521,0.00001328127,0.00001573148,0.02942923,0.000009345473,0.000002849079,0.0002749481,0.0008361681,0.00006227451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958695,0.0003700163,0.000002404538,0.0004423407,0.00009271442,0.000117935,0.000001238489,0.00001556625,0.003088316],"genre_scores_gemma":[0.9949816,0.0006466858,0.00004312612,0.0007499355,0.00003397443,0.000001040044,0.000004310371,0.00000215878,0.003537124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02961617,"threshold_uncertainty_score":0.4568759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00892755782086053,"score_gpt":0.3442911271434646,"score_spread":0.3353635693226041,"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."}}