{"id":"W4376137526","doi":"10.18192/jpp.v32i1.6746","title":"A Bridge Interrupted","year":2023,"lang":"en","type":"article","venue":"Journal of Prisoners on Prisons","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Computer science; Medicine; Anatomy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006786603,0.0001189243,0.0002594584,0.0004396042,0.00007502202,0.00002029076,0.0003136425,0.00007222768,0.0003837508],"category_scores_gemma":[0.00007335407,0.00009494116,0.000163855,0.0005194271,0.00005588423,0.000105398,0.00003683804,0.0004375947,0.001766712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000997776,"about_ca_system_score_gemma":0.00009206407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003960848,"about_ca_topic_score_gemma":0.000007874242,"domain_scores_codex":[0.9984954,0.0001300612,0.0005093439,0.0001564874,0.0003318588,0.0003768699],"domain_scores_gemma":[0.9989654,0.0001375438,0.0003696241,0.0002432028,0.00006238413,0.0002217861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0009466892,0.0007341988,0.02206216,0.00002625008,0.0001947316,0.0008156039,0.009260142,0.00005903462,0.002195186,0.004663202,0.7097932,0.2492496],"study_design_scores_gemma":[0.006179914,0.00499174,0.7459869,0.0003568478,0.00009055177,0.001025771,0.01031949,0.0001785614,0.001601118,0.001067956,0.2277117,0.0004894293],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758492,0.0001433199,0.0004140534,0.004038097,0.001897393,0.000137617,0.000005237875,0.00005541022,0.01745972],"genre_scores_gemma":[0.9935488,0.00008663238,0.0002027179,0.0008486652,0.0002402087,0.000005729849,0.000001985087,0.00002062402,0.005044645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7239248,"threshold_uncertainty_score":0.9990105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06950302247430362,"score_gpt":0.4399265812770846,"score_spread":0.370423558802781,"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."}}