{"id":"W2055474148","doi":"10.1002/pfi.21236","title":"What ISPI and performance improvement mean to me","year":2012,"lang":"en","type":"article","venue":"Performance Improvement Journal","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00250246,0.0004261171,0.0003526919,0.000488341,0.0008510983,0.001670776,0.0004777419,0.00007733428,0.0006199809],"category_scores_gemma":[0.00003199245,0.0003641442,0.0001071609,0.0004036594,0.00006754013,0.01106136,0.0006492515,0.0004294485,0.0006265072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001810556,"about_ca_system_score_gemma":0.00002771717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004762984,"about_ca_topic_score_gemma":0.00002473701,"domain_scores_codex":[0.9966727,0.00001295487,0.0007684446,0.0003683371,0.0008455944,0.001331908],"domain_scores_gemma":[0.9988273,0.00001882686,0.0003811294,0.000391865,0.0001968549,0.0001840102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003061801,0.00049967,0.1163036,0.001127145,0.0002014852,0.000005298622,0.001887849,0.0001817025,0.005948342,0.002197554,0.007791054,0.8635502],"study_design_scores_gemma":[0.006121416,0.00195301,0.1975746,0.001051119,0.0005172878,0.00007884191,0.01648333,0.0245379,0.01004067,0.0007836212,0.7377688,0.003089414],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891911,0.0003501019,0.0004740159,0.00303303,0.003234772,0.0006960566,0.000001319539,0.00008483797,0.002934801],"genre_scores_gemma":[0.9822714,0.001166058,0.0003477646,0.01100419,0.003650133,0.0000845354,0.0000103094,0.00004836023,0.001417288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8604608,"threshold_uncertainty_score":0.999881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.019331504081544,"score_gpt":0.2401431402331782,"score_spread":0.2208116361516342,"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."}}