{"id":"W4388079088","doi":"10.4324/9781003395232-6","title":"Between vulnerability and adaptability","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adaptability; Vulnerability (computing); Computer science; Computer security; Biology; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001222233,0.0005026071,0.0002899371,0.001148589,0.005059094,0.005866331,0.0007028723,0.001667112,0.007911714],"category_scores_gemma":[0.002001892,0.00016411,0.0002367582,0.001251446,0.03194021,0.005850296,0.005440529,0.002834109,0.0009285095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01259681,"about_ca_system_score_gemma":0.005698584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03905547,"about_ca_topic_score_gemma":0.05428502,"domain_scores_codex":[0.9988999,0.0004625658,0.00002077515,0.0001660598,0.0001884722,0.0002622325],"domain_scores_gemma":[0.9990155,0.0004618096,0.00007766364,0.0001215961,0.0001356912,0.0001878024],"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":[0.000006938545,0.000005802554,0.000598964,0.00003240318,0.000004263124,0.0001283109,0.009713606,0.0002042041,0.0001089315,0.9695038,0.01088416,0.008808699],"study_design_scores_gemma":[0.000006316713,0.00001064441,0.001930948,0.0002744794,0.000006050209,0.0004028304,0.008592421,0.0002730843,0.000117445,0.4797722,0.5085926,0.00002099537],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02365135,0.01175039,0.005971717,0.03282104,0.0004496407,0.00004628535,0.00009934222,0.00008784378,0.9251224],"genre_scores_gemma":[0.8276594,0.01063904,0.002412455,0.007930596,0.0004509056,0.0001336009,0.0001091803,0.0001178062,0.1505469],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03905547,"threshold_uncertainty_score":0.09139675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1175979274270395,"score_gpt":0.3502799134987645,"score_spread":0.232681986071725,"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."}}