{"id":"W7113905603","doi":"10.69557/ax11h224","title":"A relational digital capability cascade: how sensing, agility, and innovation drive B2B performance","year":2025,"lang":"","type":"article","venue":"","topic":"Collaboration in agile enterprises","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital transformation; Agile software development; Interdependence; Supply chain; Survey data collection; Market orientation; Mechanism (biology); Position (finance)","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005290936,0.0003764007,0.0003400961,0.001060202,0.0006848812,0.002807297,0.0001604503,0.0002092075,0.0002781324],"category_scores_gemma":[0.001386936,0.0003957576,0.00006013735,0.004833483,0.000400936,0.005547291,0.0006026766,0.0003320675,0.00007320743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001997456,"about_ca_system_score_gemma":0.0002016186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005853038,"about_ca_topic_score_gemma":0.000125895,"domain_scores_codex":[0.9976786,0.00002433325,0.0007363587,0.0007426783,0.0004670768,0.0003509164],"domain_scores_gemma":[0.9971274,0.0001547473,0.0004075718,0.0004193265,0.001873242,0.00001768229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001689147,0.0002106349,0.7402827,0.001241595,0.0001588223,0.000008484587,0.0002434291,0.0002275889,0.0001514494,0.1719406,0.0259807,0.05938514],"study_design_scores_gemma":[0.002277842,0.00004186319,0.4342654,0.0006835721,0.0002239774,0.000007442477,0.001500343,0.1549535,0.0002101569,0.01564214,0.3890989,0.001094954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8844337,0.0001462073,0.01898899,0.0133018,0.001380309,0.0008578335,0.00002185528,0.0001750746,0.0806942],"genre_scores_gemma":[0.9761528,0.00002841324,0.0004341389,0.001340334,0.000454774,0.00001037596,0.0001528871,0.00001923301,0.02140698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3631181,"threshold_uncertainty_score":0.9998494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01720398636165609,"score_gpt":0.2340868586289121,"score_spread":0.216882872267256,"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."}}