{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001589352,0.0002572909,0.0003154182,0.0006280831,0.0001365794,0.0002364657,0.000401165,0.0001244761,0.0001450119],"category_scores_gemma":[0.00002812607,0.0002393842,0.00003756512,0.001851612,0.00002748158,0.001395722,0.00005409045,0.0003275891,0.0001434349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000101414,"about_ca_system_score_gemma":0.00005142365,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01570457,"about_ca_topic_score_gemma":0.04721652,"domain_scores_codex":[0.9978429,0.0000754016,0.0006567159,0.000456161,0.0002888117,0.0006799936],"domain_scores_gemma":[0.9991691,0.00005293889,0.0002931821,0.0003541049,0.0001088868,0.00002182901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004381576,0.0003120985,0.9213014,0.01690934,0.00001846099,0.00001059791,0.01812355,0.0004025929,0.00005922137,0.04004997,0.0008173645,0.001951554],"study_design_scores_gemma":[0.00129194,0.00004639846,0.6939945,0.002388757,0.000007496673,0.00000175105,0.2385011,0.0005516365,0.00008301117,0.009169765,0.05339265,0.0005709121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9254897,0.003188117,0.000003622394,0.06650902,0.0009810295,0.0007348586,0.000001472389,0.0001207783,0.002971368],"genre_scores_gemma":[0.7959398,0.00004824213,0.00005973873,0.2031096,0.0006863746,0.00004690907,0.00004175817,0.0000286567,0.00003888738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2273069,"threshold_uncertainty_score":0.9908499,"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."}}