{"id":"W2043737916","doi":"10.1108/13660750310474517","title":"Student volunteers: why hospitals must invest in their futures","year":2003,"lang":"en","type":"article","venue":"Leadership in Health Services","topic":"Service and Product Innovation","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"York Central Hospital","funders":"","keywords":"Futures contract; Community hospital; Work (physics); Medical education; Medicine; Psychology; Nursing; Public relations; Business; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01250855,0.0003210372,0.0002895683,0.0006122773,0.007280946,0.01449412,0.001271613,0.006071813,0.01215899],"category_scores_gemma":[0.02645789,0.0003151219,0.0003891525,0.0005313952,0.01218145,0.007425698,0.00769205,0.005863673,0.002990135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00337365,"about_ca_system_score_gemma":0.01147649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002792652,"about_ca_topic_score_gemma":0.005150113,"domain_scores_codex":[0.9888033,0.006628613,0.0001742751,0.0003887147,0.001344815,0.002660302],"domain_scores_gemma":[0.9719834,0.003868887,0.001428211,0.001095279,0.002820812,0.01880336],"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":[0.0002470553,0.0003786749,0.02479324,0.0003181853,0.00005930689,0.001146636,0.04446076,0.0005394944,0.0008501234,0.2031527,0.569833,0.1542208],"study_design_scores_gemma":[0.00009652395,0.0004143914,0.008219066,0.0007115006,0.00002241984,0.0009571568,0.1729606,0.0006863371,0.0004326188,0.07712992,0.7382435,0.0001259724],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.127487,0.004726881,0.003689431,0.7950844,0.004578677,0.0001297277,0.00005090112,0.0002526647,0.06400031],"genre_scores_gemma":[0.8777716,0.003520647,0.0023381,0.07733585,0.001728286,0.0001442777,0.00004582576,0.0001521844,0.03696324],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01449412,"threshold_uncertainty_score":0.06615233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07998124161557338,"score_gpt":0.281280443760729,"score_spread":0.2012992021451556,"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."}}