{"id":"W1530074993","doi":"","title":"Those Who Serve","year":2007,"lang":"it","type":"article","venue":"Labour / Le Travail","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Hospitality; Restructuring; Accommodation; Immigration; Work (physics); Political science; Human resource management; Human resources; Sociology; Tourism; Economic growth; Business; Engineering; Economics; Psychology; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002295118,0.0004957678,0.0007164722,0.000164002,0.001848775,0.00004286414,0.0004312016,0.0005650756,0.002614406],"category_scores_gemma":[0.0001607227,0.0004628939,0.0002120964,0.0005586963,0.0002214217,0.000222555,0.0002876402,0.001240395,0.003087278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001542847,"about_ca_system_score_gemma":0.0003470295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005057497,"about_ca_topic_score_gemma":0.006709335,"domain_scores_codex":[0.9956067,0.0005005592,0.001036153,0.0006230038,0.0005214972,0.001712135],"domain_scores_gemma":[0.9976576,0.0005667416,0.0003483051,0.0006752072,0.0003403782,0.0004117985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005846514,0.0009856222,0.3862933,0.001788477,0.0007025682,0.0002787652,0.09354026,0.000003299422,0.0005905054,0.1377217,0.3140851,0.06342576],"study_design_scores_gemma":[0.001631114,0.0001696327,0.5054639,0.0006567803,0.00006379097,0.000001692932,0.01173697,0.000004253387,0.000198006,0.001121048,0.4785068,0.0004460268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8456964,0.0126053,0.0003221159,0.0211127,0.003503119,0.001285858,0.0002044423,0.000387333,0.1148827],"genre_scores_gemma":[0.6198077,0.002637811,0.0001198371,0.004369818,0.001680713,0.00002956401,0.00002472251,0.00009818716,0.3712316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.256349,"threshold_uncertainty_score":0.9997823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04434475243363351,"score_gpt":0.3571505166441564,"score_spread":0.3128057642105229,"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."}}