{"id":"W2960490214","doi":"10.18192/jpp.v27i1.3342","title":"A Little Less Conversation, A Lot More Action","year":2018,"lang":"en","type":"article","venue":"Journal of Prisoners on Prisons","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conversation; Action (physics); Political science; Law and economics; Computer science; Psychology; Communication; Sociology; Physics","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":[0.001455628,0.00008343133,0.0001404943,0.00017726,0.0003908798,0.0001026956,0.0002496273,0.00008466475,0.0004116273],"category_scores_gemma":[0.001021946,0.00007460901,0.00009056385,0.0003057743,0.0003374979,0.0006702823,0.000009799817,0.0003092234,0.0001264739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001919948,"about_ca_system_score_gemma":0.0007377624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003479552,"about_ca_topic_score_gemma":0.000463063,"domain_scores_codex":[0.9984937,0.0003043651,0.0002896127,0.0001114816,0.0005986787,0.0002021849],"domain_scores_gemma":[0.9980948,0.0004835594,0.0005896526,0.0001121999,0.0005490241,0.0001707673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00112658,0.001377125,0.0491976,0.0000438248,0.0004144709,0.00002245276,0.5105172,0.00006029574,0.001663865,0.07977596,0.2898889,0.06591178],"study_design_scores_gemma":[0.0007843807,0.000458838,0.01163264,0.00007364042,0.00008551351,0.00001742971,0.2795711,0.00002912936,0.001181263,0.001882874,0.7040884,0.000194705],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7550015,0.0002117278,0.00197413,0.2099674,0.003039333,0.0001961157,0.000003418335,0.00003766962,0.02956866],"genre_scores_gemma":[0.9930865,0.0001016161,0.001623748,0.001125178,0.002129329,0.000002280193,9.612758e-7,0.000009515697,0.001920939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4141996,"threshold_uncertainty_score":0.450703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1485048620806466,"score_gpt":0.4351667644139817,"score_spread":0.2866619023333352,"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."}}