{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002346987,0.00005463084,0.0000977354,0.0001642624,0.00006160865,0.0002745203,0.0003020568,0.0001918181,0.00001295585],"category_scores_gemma":[0.0003607119,0.0000321615,0.00001761305,0.0008632086,0.00006554354,0.0002002987,0.00004276695,0.0002045768,0.0001798609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001144641,"about_ca_system_score_gemma":0.00001711028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000680698,"about_ca_topic_score_gemma":0.00004018945,"domain_scores_codex":[0.9988233,0.0001544895,0.0002874456,0.0001940278,0.0004231301,0.0001175329],"domain_scores_gemma":[0.9993398,0.0002000529,0.00007582127,0.0003201688,0.00004128539,0.00002289741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002058711,0.000020211,0.9599651,0.00000354874,0.00000230477,0.0000228365,0.001316559,0.0000962172,0.00003758521,0.01025745,0.02168509,0.006591017],"study_design_scores_gemma":[0.00009540925,0.00001693693,0.9557905,0.000007313908,0.000001135865,0.00001039087,0.03454981,0.0004272726,0.000002585191,0.00516826,0.003884097,0.00004625352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993076,0.0000471134,0.00002404948,0.002942348,0.0002087337,0.0001606838,0.000008591406,0.00007888463,0.003453656],"genre_scores_gemma":[0.9978707,0.000003496813,9.830039e-7,0.00007111904,0.00001705517,0.00002200374,0.000003169224,0.00000260257,0.002008875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03323326,"threshold_uncertainty_score":0.2647206,"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."}}