{"id":"W7066930501","doi":"","title":"Marriott Leads With the Largest U.S. Hotel Construction Pipeline at Q3’21 Close","year":2021,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline (software); Pipeline transport; Quarter (Canadian coin); Work (physics)","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":["insufficient_payload"],"category_scores_codex":[0.0006096464,0.0002688241,0.0004809143,0.0001591509,0.0005238383,0.0001875273,0.0003660515,0.0001818062,0.0080002],"category_scores_gemma":[0.00008942295,0.0002302628,0.0001584885,0.0005807058,0.0004367289,0.0002183368,0.0003318553,0.0003353691,0.008371132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001851314,"about_ca_system_score_gemma":0.00003806812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000501631,"about_ca_topic_score_gemma":0.0001516598,"domain_scores_codex":[0.9981226,0.00001940493,0.0004979995,0.0007964275,0.00007361479,0.0004898985],"domain_scores_gemma":[0.9986201,0.00007129435,0.0003405731,0.0008009565,0.00007274672,0.00009434267],"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":[0.0001276058,0.0001963051,0.05082547,0.00004753103,0.0002996612,0.00009456795,0.0007104364,0.0002550725,0.0001666101,0.1808454,0.7597207,0.006710573],"study_design_scores_gemma":[0.0008920836,0.00003570107,0.003992931,0.00003040216,0.00002927484,0.00008476548,0.0007436703,0.000373045,0.0008539683,0.002416348,0.9900993,0.0004485323],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3497016,0.008427718,0.00585093,0.009525641,0.005643122,0.0006785042,0.001222743,0.0004727047,0.6184771],"genre_scores_gemma":[0.6260816,0.001478409,0.004151107,0.001192832,0.000427888,0.0000671704,0.0000838612,0.00008002508,0.366437],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2763801,"threshold_uncertainty_score":0.9929066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01354592669393918,"score_gpt":0.1842064836018188,"score_spread":0.1706605569078797,"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."}}