{"id":"W4386259541","doi":"10.1177/20563051231193739","title":"Correctional Officers and Social Media: Policies, Challenges, and Vulnerabilities","year":2023,"lang":"en","type":"article","venue":"Social Media + Society","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Social media; Public relations; Context (archaeology); Visibility; Political science; Qualitative research; Sociology; Internet privacy; Business; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009429073,0.0001782973,0.0003175298,0.00009415204,0.002855285,0.0001109505,0.0001315497,0.0003133609,0.0001028637],"category_scores_gemma":[0.0006392536,0.0001934755,0.0002414617,0.0006174992,0.001424899,0.0001908671,0.0001019785,0.0003343501,0.00002299178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002116,"about_ca_system_score_gemma":0.0003043021,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001599328,"about_ca_topic_score_gemma":0.09500505,"domain_scores_codex":[0.9980392,0.0002254544,0.0002304269,0.0003600542,0.0006262038,0.0005186977],"domain_scores_gemma":[0.9979017,0.001612348,0.00009417666,0.00007053704,0.0001724483,0.0001487277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008602996,0.00002621662,0.00007748145,0.00003922559,0.00007538156,0.000001341932,0.8947866,6.141486e-7,0.00001251761,0.01393869,0.01449809,0.07653527],"study_design_scores_gemma":[0.0002199495,0.00001146325,0.003551005,0.000006959499,0.0001834634,0.000001192399,0.9629275,0.00003327602,0.000002258309,0.002036485,0.03081712,0.0002093696],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797038,0.002272902,0.00001168074,0.01065107,0.00254696,0.0001557634,0.00006729873,0.0003831384,0.004207351],"genre_scores_gemma":[0.9786956,0.01597425,0.0000370158,0.000279183,0.004556468,0.00005244174,0.00004810022,0.00002333241,0.0003336373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09340572,"threshold_uncertainty_score":0.9984429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06021430011740361,"score_gpt":0.3120310359780912,"score_spread":0.2518167358606875,"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."}}