{"id":"W2006503748","doi":"10.1080/09581596.2010.507961","title":"The transition handbook: from oil dependency to local resilience, by Rob Hopkins","year":2010,"lang":"en","type":"article","venue":"Critical Public Health","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Resilience (materials science); Dependency (UML); Transition (genetics); Psychology; Computer science; Artificial intelligence; Biology; Materials science","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":[],"consensus_categories":[],"category_scores_codex":[0.001496243,0.0001664294,0.0002233939,0.00007920194,0.00095826,0.0002824739,0.0005500647,0.0002193031,0.0005054135],"category_scores_gemma":[0.003340098,0.0001257018,0.00008238204,0.0004718738,0.000673687,0.0002506808,0.00008853636,0.0008139712,0.000178165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002398832,"about_ca_system_score_gemma":0.001053232,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02152879,"about_ca_topic_score_gemma":0.02270225,"domain_scores_codex":[0.9966285,0.0004989359,0.0004055967,0.0004917049,0.0006589266,0.001316376],"domain_scores_gemma":[0.9967183,0.0008843409,0.00001789804,0.0006068998,0.0003640925,0.001408511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005444569,0.0002220609,0.00002834288,0.00003838211,0.000008072744,0.00001099574,0.0003872931,0.00006928067,0.0002639892,0.4848591,0.01107378,0.5029842],"study_design_scores_gemma":[0.0003308889,0.0002171813,0.0002996175,0.00001694859,0.000002820518,0.000007341213,0.001124552,0.001807317,0.0002393454,0.04963239,0.9461215,0.0002001642],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1203323,0.0008866534,0.07574859,0.7412736,0.001229647,0.0002961785,0.0001500814,0.0003368188,0.05974612],"genre_scores_gemma":[0.992213,0.0001062951,0.0004058995,0.006190355,0.0002274594,0.00006641448,0.00004888316,0.00001965963,0.0007220225],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9350476,"threshold_uncertainty_score":0.9951309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01729351524269318,"score_gpt":0.3209333118774635,"score_spread":0.3036397966347703,"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."}}