{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000707463,0.001104343,0.0005681228,0.001716454,0.001077252,0.003342464,0.0009613265,0.001711246,0.04536415],"category_scores_gemma":[0.002110589,0.0005035033,0.0002725649,0.002683879,0.001424575,0.005610233,0.00194474,0.002344481,0.01782627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002449354,"about_ca_system_score_gemma":0.005380396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03549485,"about_ca_topic_score_gemma":0.07225602,"domain_scores_codex":[0.9995452,0.0000915151,0.00003947353,0.00006206636,0.000192826,0.00006896284],"domain_scores_gemma":[0.9992744,0.0002559374,0.00006798263,0.00002680578,0.0002016986,0.0001731305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005975471,0.000004561672,0.00005301242,0.0001367612,0.000001225212,0.00002020021,0.0002268468,0.0000434446,0.00003019897,0.002999014,0.9614061,0.03507274],"study_design_scores_gemma":[0.000001664799,0.000004808001,0.0003541373,0.0003453724,0.000001487485,0.00006916188,0.000570003,0.00002339927,0.00003484715,0.001984782,0.9966038,0.000006479098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0008173822,0.7080574,0.002254905,0.09148604,0.01218848,0.00007432168,0.001651439,0.0007277495,0.1827423],"genre_scores_gemma":[0.01296289,0.4369559,0.004460371,0.02061148,0.002910044,0.0001975706,0.001879362,0.0005980037,0.5194244],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.04536415,"threshold_uncertainty_score":0.1517582,"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."}}