{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009735949,0.0005458674,0.0007852108,0.0001980181,0.0005543599,0.0006013114,0.002256084,0.0002729389,0.001419861],"category_scores_gemma":[0.008399111,0.0004249412,0.0002589022,0.003821197,0.0002922624,0.004187807,0.001715595,0.001064248,0.001374432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001229956,"about_ca_system_score_gemma":0.0003836422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007924486,"about_ca_topic_score_gemma":0.000007432673,"domain_scores_codex":[0.9966949,0.000080237,0.00094537,0.0008245792,0.0006343931,0.0008205437],"domain_scores_gemma":[0.9972317,0.0002895856,0.0006398818,0.001498068,0.0002592356,0.00008153108],"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":[0.0001597706,0.0001869915,0.03849787,0.07217353,0.0002651286,0.0008248551,0.0001632862,0.00005819478,0.001470391,0.340521,0.5289254,0.01675362],"study_design_scores_gemma":[0.0008495714,0.000002371439,0.02662429,0.005704632,0.0003197335,0.0001701757,0.00005685473,0.00005956011,0.000204747,0.02236538,0.9429198,0.0007228772],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06833173,0.3854606,0.003195749,0.4657296,0.00368018,0.003672567,0.0001419306,0.002319322,0.06746839],"genre_scores_gemma":[0.5466304,0.08921565,0.0005210172,0.3350349,0.008781637,0.0007405701,0.0006650197,0.0006547815,0.01775596],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4782987,"threshold_uncertainty_score":0.9999536,"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."}}