{"id":"W4405631259","doi":"10.18192/jpp.v30i1.6230","title":"Walls to Bridges","year":2022,"lang":"en","type":"article","venue":"Journal of Prisoners on Prisons","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0009398815,0.00008879774,0.0001954097,0.000154456,0.0005709847,0.00006152369,0.0005731623,0.00003214614,0.0007618991],"category_scores_gemma":[0.0002108432,0.00007859503,0.0001334597,0.0003147495,0.00005235345,0.0001965448,0.00009537127,0.0004680705,0.000034264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003864918,"about_ca_system_score_gemma":0.000303509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002531719,"about_ca_topic_score_gemma":0.00007382394,"domain_scores_codex":[0.9981186,0.0002078497,0.0002975251,0.0001164885,0.0009744129,0.0002851279],"domain_scores_gemma":[0.9991523,0.0000674105,0.0003373388,0.0001347396,0.00009663928,0.0002115639],"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":[0.0003002385,0.0002398193,0.01528768,0.000004229611,0.00007749709,0.0001185861,0.03941584,0.00541688,0.001904214,0.02061638,0.8914049,0.0252137],"study_design_scores_gemma":[0.0004423578,0.0004895006,0.01097171,0.00001278222,0.00001504466,0.00001625928,0.008495535,0.000006118067,0.0005624106,0.0007976496,0.9780637,0.0001269086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9400768,0.0001372242,0.0005142198,0.0409141,0.001739836,0.000183657,0.00002098929,0.00002438151,0.01638883],"genre_scores_gemma":[0.9916905,0.00004223051,0.001382978,0.00262427,0.0005115873,0.000004633581,4.605022e-7,0.000012216,0.003731177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08665879,"threshold_uncertainty_score":0.8342261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01665001115917281,"score_gpt":0.2959111962030624,"score_spread":0.2792611850438896,"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."}}