{"id":"W4402684884","doi":"10.1002/9781394320769.ch10","title":"Embed Performance Appraisals into Broader Performance or Management Systems","year":2023,"lang":"en","type":"other","venue":"","topic":"Human Resource Development and Performance Evaluation","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Performance management; Process management; Computer science; Business; Marketing","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007544453,0.0006296298,0.0006026833,0.0009441789,0.0001877787,0.000110443,0.0006122704,0.0005817536,0.05742696],"category_scores_gemma":[0.000008701663,0.0004889285,0.00009534367,0.0005739239,0.00009436046,0.0001249426,0.0001546941,0.0003716895,0.04834356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000132417,"about_ca_system_score_gemma":0.0000569735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001580275,"about_ca_topic_score_gemma":0.0001475571,"domain_scores_codex":[0.9968532,0.0001089504,0.0006882311,0.0008179256,0.0007791012,0.0007525532],"domain_scores_gemma":[0.9984666,0.00006373,0.0003840648,0.0009028898,0.00004996411,0.0001327456],"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":[0.0001044271,0.00006216008,0.00304425,0.001195874,0.0006970215,0.00002420514,0.00193063,0.00007044324,6.113958e-7,0.0005787892,0.9427288,0.04956285],"study_design_scores_gemma":[0.001092758,0.0001387494,0.01584245,0.0008309858,0.0001120904,0.00001378174,0.0009801034,0.001355469,0.000003527005,0.000001737902,0.9788283,0.000800051],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01329668,0.0004146833,0.00009108787,0.00004082977,0.005188124,0.001575779,0.00000846709,0.00232456,0.9770598],"genre_scores_gemma":[0.0112105,0.001280772,0.0003391317,0.000112757,0.001062006,0.0009807219,0.0001557539,0.001370863,0.9834875],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04876279,"threshold_uncertainty_score":0.9997562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05492338796215476,"score_gpt":0.3538020488185489,"score_spread":0.2988786608563942,"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."}}