{"id":"W4288681931","doi":"10.1097/ncm.0000000000000596","title":"What “Develop Others” Looks Like in Action","year":2022,"lang":"en","type":"article","venue":"Professional Case Management","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Credential; Certification; Accreditation; Commission; Case management; Health care; Business; Management; Public relations; Medicine; Medical education; Political science; Process management; Law","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001138923,0.0001578681,0.0001944996,0.0003566175,0.001411914,0.0000172374,0.000163167,0.00007265741,0.003986317],"category_scores_gemma":[0.00001234537,0.0001495434,0.00005197412,0.0006263476,0.00002069537,0.0002208749,0.0006856718,0.0007552514,0.0002067292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000726255,"about_ca_system_score_gemma":0.0001541302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002864467,"about_ca_topic_score_gemma":0.0003409654,"domain_scores_codex":[0.9974956,0.0007306896,0.0004404938,0.0003712832,0.0004788109,0.0004831569],"domain_scores_gemma":[0.9992473,0.0001618641,0.0001666398,0.0002844515,0.00005933403,0.00008043225],"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":[0.001568384,0.001234079,0.01007766,0.001559132,0.0001782015,0.0133687,0.06130185,0.0002965804,0.00009633935,0.0114598,0.6767376,0.2221217],"study_design_scores_gemma":[0.001932134,0.00008466823,0.01061544,0.0002748218,0.00003913759,0.0001319472,0.4020159,0.0001175355,0.000007025175,0.001736302,0.5827308,0.0003142907],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9394551,0.0007543204,0.00009798833,0.008407681,0.03033057,0.002497196,0.00001900364,0.0002016524,0.01823648],"genre_scores_gemma":[0.8581831,0.0001411677,0.0003640708,0.002640064,0.0002521201,0.00167382,0.00008065261,0.00004197089,0.1366231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.340714,"threshold_uncertainty_score":0.9998881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0731236771790751,"score_gpt":0.4188783411148534,"score_spread":0.3457546639357783,"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."}}