{"id":"W4385483342","doi":"10.18192/jpp.v32i2.6849","title":"Changing Directions","year":2023,"lang":"en","type":"article","venue":"Journal of Prisoners on Prisons","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; 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":[0.002243592,0.00006190501,0.0001161585,0.0005531065,0.0005762235,0.00007672929,0.0002103117,0.00005038797,0.0002021747],"category_scores_gemma":[0.001267119,0.00005612796,0.0001074047,0.001122948,0.00008466732,0.0003694905,0.00001304003,0.0002993886,0.000269391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009768613,"about_ca_system_score_gemma":0.0003559769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005377867,"about_ca_topic_score_gemma":0.00008290297,"domain_scores_codex":[0.9986966,0.0002446402,0.0002184617,0.00008000362,0.0004885431,0.0002717715],"domain_scores_gemma":[0.9984348,0.0008791244,0.0003069741,0.00008082677,0.0001501926,0.0001480371],"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":[0.0001740042,0.0007051437,0.01947877,0.00002934368,0.0003681507,0.0000942535,0.2935328,0.0006371566,0.0006791184,0.2247083,0.3484882,0.1111046],"study_design_scores_gemma":[0.0002027152,0.00007766755,0.003054833,0.00004192981,0.00003218377,0.000006825452,0.1000675,0.00001448086,0.0001375289,0.001662944,0.8946039,0.00009752021],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4458446,0.0006466063,0.0005525715,0.3074914,0.006772031,0.000252672,0.000006193375,0.0002331878,0.2382007],"genre_scores_gemma":[0.984925,0.0005626293,0.0008188887,0.0005395131,0.001361697,0.000004134658,0.00000106939,0.00001191179,0.01177514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5461157,"threshold_uncertainty_score":0.4431904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08826775301613822,"score_gpt":0.4042948496554687,"score_spread":0.3160270966393305,"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."}}