{"id":"W4387258644","doi":"10.3390/systems11100501","title":"Digitalisation and IT Strategy in the Hospitality Industry","year":2023,"lang":"en","type":"article","venue":"Systems","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Centre","funders":"","keywords":"Hospitality; Adaptability; Hospitality industry; Process (computing); Identification (biology); Business; Information technology; Key (lock); Knowledge management; Workforce; Process management; Marketing; Engineering; Management; Computer science; Political science; Tourism","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":[0.005221884,0.000301355,0.0002359864,0.003193128,0.003430804,0.01247733,0.0006815991,0.001541348,0.003990928],"category_scores_gemma":[0.009705814,0.0002006472,0.0002394813,0.003067407,0.007550057,0.005049157,0.00538043,0.001329371,0.0004305144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009048344,"about_ca_system_score_gemma":0.005502345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005888316,"about_ca_topic_score_gemma":0.0049768,"domain_scores_codex":[0.9921902,0.004728233,0.000307037,0.0002935769,0.0007879915,0.001692993],"domain_scores_gemma":[0.9893917,0.005256551,0.001820578,0.0002987518,0.0009397117,0.002292766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003270436,0.0007815273,0.1409963,0.0006601339,0.0001048474,0.003317588,0.3617058,0.002901207,0.002820801,0.3260986,0.002905569,0.1573806],"study_design_scores_gemma":[0.00006921805,0.0006323854,0.1029642,0.0007809476,0.00004631259,0.001168613,0.7611127,0.002484367,0.002524841,0.03862362,0.08947326,0.0001195666],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9207346,0.00142458,0.00194054,0.004752564,0.00002672309,0.00006822054,0.00001475243,0.000017782,0.07102031],"genre_scores_gemma":[0.9977806,0.0003418717,0.0002802024,0.0001462825,0.000005689371,0.000009052319,0.000007090801,0.000003522744,0.001425671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01247733,"threshold_uncertainty_score":0.06565064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2376796406057402,"score_gpt":0.4210613545202577,"score_spread":0.1833817139145175,"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."}}