{"id":"W4391736053","doi":"10.5267/j.msl.2024.2.001","title":"Digitalization of BSR in the recession","year":2024,"lang":"en","type":"article","venue":"Management Science Letters","topic":"Economic and Technological Systems Analysis","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Recession; Investment (military); Business; Tertiary sector of the economy; Czech; Service (business); Process (computing); Supply chain; Industrial organization; Marketing; Economics; Computer science","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":[0.001512265,0.00008066338,0.00009557272,0.0007891847,0.0002881528,0.001085942,0.0001331652,0.0002693548,0.002187171],"category_scores_gemma":[0.003697916,0.00008140312,0.0001216979,0.001042027,0.0006443384,0.0007957761,0.00129898,0.0003972527,0.0001555355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001746553,"about_ca_system_score_gemma":0.0008440301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007063494,"about_ca_topic_score_gemma":0.008064597,"domain_scores_codex":[0.9990783,0.000279343,0.00007081795,0.00005817004,0.0002802112,0.0002330477],"domain_scores_gemma":[0.996651,0.0006314816,0.001838082,0.0001171673,0.0004597032,0.0003025582],"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":[0.0004035381,0.0001364862,0.9257766,0.0001754026,0.00002505096,0.001126234,0.01058858,0.001739531,0.004763689,0.005430251,0.0007422984,0.04909233],"study_design_scores_gemma":[0.000001993907,0.00005200922,0.9890791,0.00002571549,0.000005598188,0.0001181636,0.007093212,0.0007690197,0.0002908676,0.0002782506,0.002280117,0.000006045619],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950085,0.0001079233,0.0001551122,0.0002591932,0.000001639304,0.000005451626,0.00003304793,0.000002167459,0.004427048],"genre_scores_gemma":[0.9995527,0.0001069194,0.00004079095,0.00001278305,0.000001640103,0.000001048002,0.00002251026,5.280694e-7,0.0002611185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007063494,"threshold_uncertainty_score":0.01404476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01173315559336814,"score_gpt":0.2131612992799336,"score_spread":0.2014281436865655,"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."}}