{"id":"W2425098420","doi":"","title":"Exploring Self-Perceptions of Motivations in the Hospitality Industry","year":2016,"lang":"en","type":"article","venue":"Scholarworks (University of Massachusetts Amherst)","topic":"Human Behavior and Motivation","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Perception; Hospitality; Hospitality industry; Business; Marketing; Psychology; Tourism; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000675369,0.000120361,0.0001851127,0.0002603189,0.0001747651,0.00001098271,0.0004731495,0.00025738,0.001355139],"category_scores_gemma":[0.0000511004,0.0001001123,0.0001094642,0.0005255708,0.0001889004,0.0007980702,0.00005988905,0.0005576414,0.00004153191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000104225,"about_ca_system_score_gemma":0.00003287701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000297746,"about_ca_topic_score_gemma":0.0001243686,"domain_scores_codex":[0.9987247,0.0003255818,0.000204036,0.0002599277,0.0002556267,0.0002301321],"domain_scores_gemma":[0.9989641,0.0001742999,0.0001723926,0.0005280239,0.0001046397,0.00005651714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000394844,0.0005922586,0.9510232,0.00001240814,0.0000610452,0.00001350109,0.02667594,0.000006198827,0.001688519,0.01024995,0.001605669,0.008031877],"study_design_scores_gemma":[0.0008735074,0.00005618398,0.9596193,0.00007516331,0.00004718797,0.000001683979,0.03825751,8.556044e-7,0.00002816453,0.0002812723,0.0006475516,0.0001116583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880635,0.0000136738,0.00119981,0.001599754,0.0001557665,0.0002394039,0.00002799143,0.00004906162,0.008651034],"genre_scores_gemma":[0.9989334,0.00002015289,0.0004087789,0.00003434655,0.0000316619,0.00000363868,0.000007642314,0.00001071591,0.0005496657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01158157,"threshold_uncertainty_score":0.9995577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07970026415815863,"score_gpt":0.2779676936502995,"score_spread":0.1982674294921409,"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."}}