{"id":"W7164905005","doi":"10.1080/17153379.2009.12556373","title":"Death By a Thousand Cuts.","year":2009,"lang":"en","type":"article","venue":"Pacific Affairs","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":[0.0004601608,0.00006490953,0.00006984964,0.00002825643,0.0003534397,0.00009449966,0.0001406861,0.00006259465,0.0006145209],"category_scores_gemma":[0.0001695433,0.0000615158,0.00003485843,0.0001567051,0.00008367308,0.0002822291,0.000003303143,0.000102183,0.0002789036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000398356,"about_ca_system_score_gemma":0.0001344714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001670297,"about_ca_topic_score_gemma":0.00004275129,"domain_scores_codex":[0.9991428,0.0001323858,0.00008524563,0.0001498316,0.000257244,0.0002324666],"domain_scores_gemma":[0.9994787,0.0002129573,0.00005305239,0.0001007924,0.0000356926,0.0001187923],"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":[0.00004002565,0.0003541229,0.008683325,0.000007456931,0.0000278035,0.000006025758,0.1480889,0.00000163504,0.0002971984,0.3885319,0.4336539,0.02030776],"study_design_scores_gemma":[0.00005677103,0.00002561093,0.0004923258,0.000004961631,0.00000783832,8.000708e-7,0.3489054,0.000001413567,0.0000504638,0.006008123,0.6443488,0.00009745124],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001094702,0.0005918754,0.00006241332,0.02188461,0.0002432478,0.00008179851,0.000004629685,0.00007639789,0.9759603],"genre_scores_gemma":[0.9769939,0.0001930162,0.0003256649,0.0001240315,0.000294967,0.000004257651,0.000007736361,0.00000412786,0.02205232],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9758992,"threshold_uncertainty_score":0.6728573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03665538834895438,"score_gpt":0.3342822267326293,"score_spread":0.2976268383836749,"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."}}