{"id":"W3016409802","doi":"10.5751/es-11402-250203","title":"Transfers of vulnerability through adaptation plan implementation: an analysis based on networks of feedback control loops","year":2020,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interdependence; Vulnerability (computing); Adaptation (eye); Vulnerability assessment; Computer science; Identification (biology); Control (management); Ex-ante; Risk analysis (engineering); Computer security; Business; Ecology; Economics; Artificial intelligence; Political science; Social psychology; Psychological resilience; Law","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":[0.000634325,0.00007318366,0.0002348874,0.00001779496,0.0002568311,0.000009855584,0.00006556112,0.0001350284,0.000380337],"category_scores_gemma":[0.00003556427,0.00007633967,0.0001325872,0.0003189984,0.000274009,0.0001625922,0.00000312864,0.00007969076,3.879906e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005114309,"about_ca_system_score_gemma":0.00009511759,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001112569,"about_ca_topic_score_gemma":0.02354801,"domain_scores_codex":[0.9988592,0.0003897012,0.0002692831,0.0001935543,0.000153751,0.0001345148],"domain_scores_gemma":[0.999283,0.0003313093,0.0001429921,0.00007304473,0.0001124229,0.00005727987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002622291,0.0002165333,0.3758843,0.00004424645,0.0004235062,3.55355e-7,0.4708397,0.1432155,0.0003085675,0.00612453,0.0004433065,0.002237145],"study_design_scores_gemma":[0.001374998,0.0005257705,0.5002019,0.000001990042,0.0002955081,2.419025e-8,0.1826586,0.3144096,0.00009487428,0.000251195,0.00008517118,0.0001002739],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9519969,0.00001739724,0.04439748,0.002870923,0.00005443093,0.0003265887,0.00008710125,0.00002145217,0.000227712],"genre_scores_gemma":[0.9978731,0.00007506722,0.0006478329,0.001107101,0.00006574763,0.00001430025,0.0002099458,0.000003799597,0.000003144522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2881811,"threshold_uncertainty_score":0.9942697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09011775109482574,"score_gpt":0.3348312316662456,"score_spread":0.2447134805714199,"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."}}