{"id":"W4409791790","doi":"10.61091/jcmcc127a-455","title":"Research on the Optimization Model of Digital Transformation Path for Financial Cloud-Driven Enterprises Based on Dynamic Planning","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Regional Economic Development and Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cloud computing; Transformation (genetics); Digital transformation; Path (computing); Business; Dynamic capabilities; Computer science; Process management; Industrial organization; World Wide Web; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.001652697,0.0001498635,0.0003239582,0.0004955453,0.0003290674,0.0003178302,0.0002700161,0.00008992375,0.00000173721],"category_scores_gemma":[0.0005462058,0.0001152885,0.0001074313,0.0003868088,0.0000574534,0.0004244268,0.00005755803,0.000255012,6.566023e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007831747,"about_ca_system_score_gemma":0.0001516332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000010819,"about_ca_topic_score_gemma":5.144097e-8,"domain_scores_codex":[0.9984771,0.00001794412,0.0007971072,0.0001236523,0.0004065403,0.0001776576],"domain_scores_gemma":[0.9976283,0.0007422891,0.0007331558,0.0001099169,0.0007748134,0.00001148656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003617526,0.0002355455,0.00008088582,0.0002263052,0.00002389921,3.404217e-7,0.0001421181,0.1437882,0.00002607072,0.8538177,0.00095358,0.000343629],"study_design_scores_gemma":[0.001626907,0.0001257796,0.0000300695,0.0005993741,0.0000193099,2.628731e-7,0.000177321,0.7012202,0.00003077996,0.2958514,0.0002397304,0.00007878636],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6451137,0.000016187,0.338551,0.001480416,0.006846709,0.000779309,0.000004680729,0.00002275076,0.007185164],"genre_scores_gemma":[0.9982512,0.000002841873,0.001042801,0.0001293921,0.0005380553,0.000005745121,0.000009383068,0.0000138138,0.000006761417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5579662,"threshold_uncertainty_score":0.4701327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03310884542140741,"score_gpt":0.2801948029456224,"score_spread":0.247085957524215,"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."}}