{"id":"W3206413329","doi":"10.3998/ticker.1377","title":"Free Lunch? Vendor Offers during COVID-19","year":2021,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pennsylvania State University; University of Pennsylvania","keywords":"Vendor; Business; Goodwill; Product (mathematics); Coronavirus disease 2019 (COVID-19); Marketing; World Wide Web; Computer science; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004501537,0.0002849026,0.0003478333,0.00263068,0.002223104,0.0050619,0.001055098,0.001033888,0.01145603],"category_scores_gemma":[0.02031929,0.0004270473,0.0003435429,0.003901064,0.0007193225,0.002660953,0.003206218,0.00171128,0.004063465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002842694,"about_ca_system_score_gemma":0.001211046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007349478,"about_ca_topic_score_gemma":0.01526915,"domain_scores_codex":[0.9960452,0.001137167,0.000268976,0.0003517591,0.001489598,0.0007074217],"domain_scores_gemma":[0.9763244,0.00777192,0.00760917,0.001093484,0.003126531,0.004074489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002089294,0.001050002,0.6460549,0.0006478382,0.0001410486,0.002847115,0.03502156,0.0008364554,0.002342821,0.005835234,0.09579501,0.2073387],"study_design_scores_gemma":[0.00005061754,0.0006275401,0.7653561,0.0002571988,0.00005592643,0.001105864,0.05111745,0.001052712,0.002360618,0.0009533156,0.1768821,0.0001804711],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9552842,0.001055195,0.0006327705,0.002100403,0.0002381949,0.0002077048,0.00457275,0.0003405032,0.03556821],"genre_scores_gemma":[0.9760243,0.0005253431,0.00109124,0.00134115,0.0003075011,0.0001809114,0.002484095,0.000172224,0.01787312],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01145603,"threshold_uncertainty_score":0.0383243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05653202496427922,"score_gpt":0.266038156502284,"score_spread":0.2095061315380048,"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."}}