{"id":"W4391898783","doi":"10.1002/pan3.10603","title":"How do we study resilience? A systematic review","year":2024,"lang":"en","type":"review","venue":"People and Nature","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Operationalization; Popularity; Empirical research; Resilience (materials science); Psychological resilience; Baseline (sea); Empirical evidence; Psychology; Ecology; Social psychology; Political science; Biology; Epistemology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006551604,0.0004920927,0.002261458,0.0000815482,0.0001337358,0.0002635565,0.0006336352,0.0004098849,0.00006423059],"category_scores_gemma":[0.0001338945,0.0002685387,0.0003310299,0.0009485409,0.00004867178,0.0001169085,0.0005046065,0.001003844,0.0003562621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001178911,"about_ca_system_score_gemma":0.00003353735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001999968,"about_ca_topic_score_gemma":0.0004297075,"domain_scores_codex":[0.9975216,0.0002623468,0.0005277661,0.0008508499,0.0005329621,0.0003044882],"domain_scores_gemma":[0.9987318,0.0001195319,0.0002832481,0.0007170977,0.000009061269,0.0001392855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[2.548882e-7,0.00004057544,0.00001417425,0.976895,0.00007233893,0.00005480189,0.0001398122,6.778862e-8,3.038092e-8,0.00005568918,0.002743355,0.01998387],"study_design_scores_gemma":[0.00003525688,0.00006190728,0.000004979285,0.6386451,0.003829359,0.0002151382,0.0001834601,0.00002033523,8.169782e-9,0.00005371531,0.3565579,0.0003928277],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000914495,0.9947702,0.000001534889,0.0002758771,0.0003132916,0.00399569,0.00003468084,0.00004362711,0.0005559546],"genre_scores_gemma":[0.0003432192,0.993687,0.00001380901,0.00005520535,0.00004811579,0.0003982103,0.000007820167,0.0000383453,0.005408305],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3538145,"threshold_uncertainty_score":0.9999767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006840670297043138,"score_gpt":0.277044158873354,"score_spread":0.2702034885763108,"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."}}