{"id":"W4255935291","doi":"10.32920/14662329.v1","title":"YouTube Channel Adoption By the Independent Luxury Hotels in Canada and the United States","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Channel (broadcasting); Business; Convention; Marketing; Advertising; Sample (material); Test (biology); Hospitality industry; Tourism; Geography; Telecommunications; Sociology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006165566,0.0001991601,0.0002253512,0.001101712,0.002366227,0.001740945,0.0004155629,0.0001804095,0.001657289],"category_scores_gemma":[0.002238925,0.0001458861,0.0002884697,0.002566825,0.0007053104,0.0005070778,0.000828989,0.0005784428,0.0001164987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009550671,"about_ca_system_score_gemma":0.0127037,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9680748,"about_ca_topic_score_gemma":0.989781,"domain_scores_codex":[0.9993584,0.00006159386,0.00002156055,0.00006732345,0.0002349407,0.0002562075],"domain_scores_gemma":[0.9965552,0.0003297826,0.0005662285,0.00006009225,0.001407168,0.001081545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008615552,0.00008810433,0.9769818,0.00003055986,0.00002912819,0.000154958,0.00775317,0.00008668266,0.0004177397,0.0002623125,0.0009891752,0.01312015],"study_design_scores_gemma":[0.000001938036,0.00002246283,0.9799207,0.00001732132,0.00001047028,0.00003226582,0.01854063,0.0001647332,0.000103884,0.00001366322,0.001161444,0.00001043935],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979429,0.0001128357,0.00004297562,0.0001031213,0.00000435196,0.00001493185,0.0003274885,0.000001763954,0.001449542],"genre_scores_gemma":[0.998018,0.0002480779,0.0001353268,0.00005245255,0.000002780111,0.000009860214,0.0003741289,0.000002828347,0.001156574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0319252,"threshold_uncertainty_score":0.06929535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01427159064687581,"score_gpt":0.2400446248327834,"score_spread":0.2257730341859076,"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."}}