{"id":"W4230517767","doi":"10.32920/ryerson.14648520.v1","title":"Hotel Design","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Cruise Tourism Development and Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Downtown; Hotel design; Marketing; Business; High Street; Architectural engineering; Hotel industry; Advertising; Engineering; History; Political science; Tourism; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007425615,0.0001100431,0.0001488976,0.0000628387,0.0001973996,0.0003269785,0.0003146856,0.0001642251,0.004556117],"category_scores_gemma":[0.00006949466,0.0001121005,0.00007783902,0.00009957924,0.00005673719,0.00004955714,0.0006078613,0.0001753244,0.0001120829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001113415,"about_ca_system_score_gemma":0.0005877904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002474077,"about_ca_topic_score_gemma":0.001231375,"domain_scores_codex":[0.998829,0.0001559787,0.0001340135,0.0002849424,0.0003648163,0.0002312567],"domain_scores_gemma":[0.9995438,0.00004806975,0.00005319024,0.0002070497,0.00006792172,0.00007995644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001097883,0.0001736002,0.0004023047,0.0001047944,0.0002799047,0.0002017011,0.06898388,0.000522597,0.00001710412,0.0473964,0.801549,0.08035771],"study_design_scores_gemma":[0.0001653505,0.000006472851,0.001839467,0.00009768532,0.00006011537,1.374607e-7,0.01551828,0.00007625594,0.0001941986,0.01496598,0.966402,0.0006740412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003027126,0.000314126,0.1183578,0.004609257,0.002136776,0.000682855,4.823204e-7,0.0002986988,0.8705729],"genre_scores_gemma":[0.3085922,0.003629538,0.1528853,0.001590478,0.001255108,0.0002017338,0.00005250327,0.0000380016,0.5317551],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3388178,"threshold_uncertainty_score":0.9963539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09146731056462121,"score_gpt":0.3367498122416681,"score_spread":0.2452825016770468,"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."}}