{"id":"W4376135871","doi":"10.18192/jpp.v32i1.6745","title":"Reflection in Five Moments: Walls to Bridges at Fraser Valley Institution","year":2023,"lang":"en","type":"article","venue":"Journal of Prisoners on Prisons","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reflection (computer programming); Institution; Political science; Geology; Law; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001005546,0.00007285571,0.0001730985,0.001529986,0.0005586595,0.0001231589,0.0002049235,0.0000892019,0.0001538142],"category_scores_gemma":[0.0004649548,0.00008699503,0.00009744604,0.000931118,0.00011666,0.0003129363,0.00003376812,0.0002604806,0.0004312091],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00393965,"about_ca_system_score_gemma":0.0005969299,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04903181,"about_ca_topic_score_gemma":0.5716946,"domain_scores_codex":[0.9985862,0.000150276,0.0003207751,0.0001359631,0.0005346718,0.0002721032],"domain_scores_gemma":[0.9992818,0.00006736356,0.0002009116,0.00009886737,0.0001048898,0.0002461812],"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":[0.0003595289,0.0002575316,0.008591597,0.00001809024,0.00006654391,0.0002519033,0.04376337,0.007150913,0.001073537,0.005495941,0.915781,0.01719003],"study_design_scores_gemma":[0.0006863291,0.0001651699,0.02673429,0.00008814946,0.00001500084,0.000002380166,0.004211655,0.00002604697,0.00006720043,0.0002492915,0.967626,0.0001285357],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686151,0.00009339158,0.0001387204,0.01538658,0.001523904,0.0001992775,0.000008394405,0.00003717327,0.01399743],"genre_scores_gemma":[0.9630713,0.001057702,0.0002330886,0.0008290657,0.0004817199,0.00001052486,0.000002908032,0.00001666218,0.03429706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5226628,"threshold_uncertainty_score":0.9998841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02796288738986577,"score_gpt":0.3119887142513451,"score_spread":0.2840258268614794,"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."}}