{"id":"W7132454969","doi":"","title":"Zhiyuanhui's Digital Innovation: Technology First or Scenario First?","year":2024,"lang":"","type":"other","venue":"CEIBS Institutional Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Casa","funders":"","keywords":"Process (computing); Key (lock); Work (physics); Set (abstract data type); Focus (optics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003093117,0.0004228931,0.0003312799,0.001651463,0.004174875,0.009196114,0.0006819658,0.002508323,0.01601539],"category_scores_gemma":[0.005453574,0.000283519,0.0005534458,0.0024612,0.005683463,0.0150561,0.003705378,0.003244015,0.001208368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005668621,"about_ca_system_score_gemma":0.006494977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005111401,"about_ca_topic_score_gemma":0.005430221,"domain_scores_codex":[0.9983286,0.0006012801,0.00006935369,0.0002901128,0.0003934742,0.0003171241],"domain_scores_gemma":[0.9978623,0.001030038,0.0002049455,0.0001889165,0.000306927,0.0004068686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002668059,0.00003424464,0.002049391,0.0000803865,0.000009743334,0.0002843089,0.01282563,0.0002454599,0.0002657798,0.9585189,0.006249394,0.0194101],"study_design_scores_gemma":[0.00006187867,0.0001353164,0.007572508,0.0002600205,0.00003427127,0.000479725,0.04278853,0.002021913,0.001582349,0.6285517,0.3164369,0.00007506724],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1001641,0.001822357,0.01275864,0.04723304,0.0006147394,0.0001358143,0.0001774004,0.0001606984,0.8369332],"genre_scores_gemma":[0.9477679,0.001321778,0.003854876,0.002338177,0.0001124309,0.0001599078,0.0001140214,0.0000491641,0.04428192],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01601539,"threshold_uncertainty_score":0.05357677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01856456242392445,"score_gpt":0.2515785281154423,"score_spread":0.2330139656915179,"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."}}