{"id":"W4407974989","doi":"10.1016/j.jtct.2025.01.855","title":"The Importance of Quality Manager Onboarding","year":2025,"lang":"en","type":"article","venue":"Transplantation and Cellular Therapy","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Onboarding; Quality (philosophy); Business; Psychology; Social psychology; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01841789,0.0004897119,0.00030264,0.001733903,0.005216502,0.01439955,0.001408928,0.002458896,0.02753603],"category_scores_gemma":[0.06196212,0.0003545104,0.000311507,0.001448185,0.002250665,0.006562129,0.003170432,0.003692737,0.002841842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004597729,"about_ca_system_score_gemma":0.01597016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008156041,"about_ca_topic_score_gemma":0.01056219,"domain_scores_codex":[0.9787778,0.00958557,0.0009152626,0.001176013,0.00603904,0.003506332],"domain_scores_gemma":[0.8756039,0.04890567,0.0176177,0.00549979,0.02517386,0.02719912],"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":[0.000359311,0.0006182235,0.07094833,0.0004324144,0.00009644576,0.0008841061,0.008171216,0.001661005,0.001757791,0.04685481,0.1704985,0.6977178],"study_design_scores_gemma":[0.0001084911,0.0007943985,0.1082912,0.001130768,0.000105708,0.001892316,0.0308722,0.005982277,0.003847407,0.04067647,0.8060583,0.0002404913],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1803494,0.007538103,0.02906693,0.2535684,0.01129408,0.0002891532,0.0001893783,0.001584071,0.5161204],"genre_scores_gemma":[0.93361,0.002273224,0.009703008,0.01416377,0.002501907,0.00007289929,0.00009701832,0.0003168912,0.03726121],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02753603,"threshold_uncertainty_score":0.0974043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02330928425410997,"score_gpt":0.267256501129183,"score_spread":0.2439472168750731,"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."}}