{"id":"W4396701619","doi":"10.1007/978-981-97-1891-7_7","title":"Yoho Bed: Scaling Up a Platform Business in the Hospitality Industry","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Sharing Economy and Platforms","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Hospitality; Business; Hospitality industry; Scaling; Marketing; Knowledge management; Computer science; Geography; Mathematics; Archaeology; Tourism; Geometry","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007426785,0.0004643081,0.0004299073,0.0004438755,0.0001387843,0.001084056,0.0006568003,0.0009106064,0.002333216],"category_scores_gemma":[0.00003901741,0.0003112748,0.000157466,0.000258373,0.00007045932,0.001228379,0.0003644555,0.001547035,0.001929504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006366346,"about_ca_system_score_gemma":0.00004988699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001141908,"about_ca_topic_score_gemma":0.000456358,"domain_scores_codex":[0.9982603,7.983764e-7,0.0005516324,0.0005331714,0.0002906438,0.0003634859],"domain_scores_gemma":[0.999087,0.00006690048,0.0002337499,0.0005058594,0.00009433153,0.00001219757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001620075,0.00001599947,0.001618595,0.000544377,0.00006882256,0.00007922237,0.00009168268,0.00001612645,1.036739e-7,0.9756846,0.008885916,0.01297839],"study_design_scores_gemma":[0.0002393783,0.000002639552,0.002874667,0.0006531865,0.0001128482,0.000009437932,0.0003989139,0.0003621205,8.328077e-7,0.3425546,0.6521749,0.0006164449],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01650478,0.0002884407,0.00000919071,0.0009842045,0.001650884,0.0004311414,0.00001249407,0.0002042078,0.9799147],"genre_scores_gemma":[0.3065131,0.00006256199,0.00002497177,0.0076077,0.006650795,0.00006324938,0.0004650187,0.0001731619,0.6784394],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.643289,"threshold_uncertainty_score":0.9999529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04131842327492357,"score_gpt":0.2276766749113797,"score_spread":0.1863582516364562,"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."}}