{"id":"W4410386596","doi":"10.1016/j.ijhm.2025.104273","title":"Understanding consumer personal traits in smart hotel choice: A diffusion of innovation approach","year":2025,"lang":"en","type":"article","venue":"International Journal of Hospitality Management","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Hospitality industry; Business; Diffusion; Marketing; Innovation diffusion; Advertising; Tourism; Geography","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":[0.002838015,0.0002789824,0.0003005757,0.001865693,0.00059167,0.002961554,0.0004699566,0.0009740991,0.002684882],"category_scores_gemma":[0.01151388,0.0002100296,0.000566591,0.001242995,0.001256862,0.003366089,0.001392917,0.001037579,0.000165402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001068273,"about_ca_system_score_gemma":0.0004981725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004710089,"about_ca_topic_score_gemma":0.005891931,"domain_scores_codex":[0.9989333,0.0005594571,0.00004423406,0.0001744885,0.0001825888,0.0001061042],"domain_scores_gemma":[0.984102,0.01154331,0.002033171,0.0007099561,0.001036234,0.0005753733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002864441,0.000723481,0.8699141,0.0001817346,0.0002832874,0.0002395479,0.02036615,0.003321643,0.003363694,0.03047427,0.0004286851,0.07041699],"study_design_scores_gemma":[0.00002925649,0.000314196,0.8790163,0.0001431711,0.0001609782,0.0002664165,0.02254021,0.05759186,0.001440916,0.03589601,0.002517855,0.00008290765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871016,0.0001422971,0.005331845,0.0004962321,0.00001037178,0.00003834954,0.00007465414,0.000008047882,0.006796546],"genre_scores_gemma":[0.9986246,0.00004055368,0.001051734,0.00002880963,0.000004793698,0.00000975513,0.00001785345,0.000002365256,0.0002196847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004710089,"threshold_uncertainty_score":0.01500905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05606882409241504,"score_gpt":0.3372054076281696,"score_spread":0.2811365835357546,"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."}}