{"id":"W6889872342","doi":"10.3316/informit.t2024052400000901206654449","title":"Conceptualising thriving at work in hospitality: a LEGO® SERIOUS PLAY®-elicited study","year":2024,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Hospitality and Tourism Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Thriving; Hospitality industry; Hospitality; Workforce; Perspective (graphical); Context (archaeology); Work (physics)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00163303,0.0002551874,0.0003055439,0.001267759,0.0005558364,0.000656407,0.0004992058,0.0001513823,0.0005330961],"category_scores_gemma":[0.0002084008,0.0002851128,0.0001217949,0.003500469,0.0002392068,0.00226353,0.0008295369,0.0007586843,0.0004557586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000425736,"about_ca_system_score_gemma":0.0001694491,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01445882,"about_ca_topic_score_gemma":0.000823799,"domain_scores_codex":[0.9969993,0.0001611917,0.000313122,0.0007477804,0.0009640299,0.0008146007],"domain_scores_gemma":[0.998946,0.0001978017,0.00008845131,0.0004291692,0.0002689933,0.00006964843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003901637,0.002019721,0.8346891,0.0005487986,0.0003946991,0.009291772,0.0157186,0.0001986147,0.000075777,0.05210852,0.07676954,0.007794648],"study_design_scores_gemma":[0.001808156,0.0001925205,0.7344201,0.0008450414,0.0001015272,0.000004240319,0.09197162,0.0004262095,0.00002077053,0.001164286,0.1679999,0.001045723],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737255,0.00007076905,0.00002325473,0.003582845,0.0003887433,0.0009005246,0.000008978455,0.0002700724,0.02102934],"genre_scores_gemma":[0.9929716,0.00003230169,0.00002206203,0.0000816824,0.000596524,0.000006015661,0.00008989311,0.00004046432,0.006159443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1002691,"threshold_uncertainty_score":0.9999601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02597957352582273,"score_gpt":0.2873166834524529,"score_spread":0.2613371099266302,"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."}}