{"id":"W7084074012","doi":"10.64628/aam.vkevd9dcq","title":"California depends on prison labour to deal with climate disasters — Canada must avoid a similar model","year":2025,"lang":"en","type":"article","venue":"","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Climate change; Prison; Government (linguistics); Work (physics); Natural disaster","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004991684,0.0001739059,0.0001886357,0.00005183031,0.0000951097,0.00002094118,0.00009805213,0.00003261523,0.00001150561],"category_scores_gemma":[0.000006858735,0.0001338202,0.00002320098,0.0001704783,0.00001056467,0.00002927947,0.00004609224,0.0001100285,0.000008946321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002310845,"about_ca_system_score_gemma":0.00007708045,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03325642,"about_ca_topic_score_gemma":0.9878694,"domain_scores_codex":[0.9991571,0.000007781168,0.0001450096,0.0001856791,0.0001608004,0.000343636],"domain_scores_gemma":[0.9996505,0.00004252486,0.000007364141,0.0001819321,0.00002844248,0.00008928057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001169812,0.00003277816,0.07696628,0.0003023819,0.0001278663,0.00001429224,0.0005162644,0.9021649,0.00006259146,0.001025578,0.01480061,0.00386952],"study_design_scores_gemma":[0.002946396,0.0003603857,0.2083906,0.0004517108,0.0001799106,0.000002918527,0.006752928,0.6580548,0.005415502,0.0002567542,0.1150937,0.002094447],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727938,0.00004168094,0.0100952,0.001486444,0.00007072673,0.0001890683,0.0002006811,0.0002093955,0.01491306],"genre_scores_gemma":[0.9973847,0.000004420631,0.001571444,0.0004084194,0.00001195891,0.0000293529,0.000004932023,0.00001810096,0.0005666181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.954613,"threshold_uncertainty_score":0.9731812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00560066612074811,"score_gpt":0.1958864506674798,"score_spread":0.1902857845467317,"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."}}