{"id":"W3091498028","doi":"10.22215/timreview/1385","title":"Human-Centered Design for Collaborative Innovation in Knowledge-based Economies","year":2020,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Knowledge management; Knowledge economy; Business; Knowledge creation; Term (time); Innovation process; Marketing; Computer science; Work in process","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":[0.001867814,0.0001694734,0.0003462296,0.001266559,0.0003017358,0.000059421,0.0004562044,0.0001163048,0.0001379217],"category_scores_gemma":[0.0004830283,0.0001894457,0.00003141171,0.01156875,0.0001504266,0.0002395878,0.0001141392,0.0001342681,0.00008601666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001881072,"about_ca_system_score_gemma":0.00007793721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003256236,"about_ca_topic_score_gemma":0.000054862,"domain_scores_codex":[0.9982365,0.0001149191,0.0008479679,0.0003873753,0.000118383,0.0002948471],"domain_scores_gemma":[0.9988185,0.00004302346,0.0003889883,0.0002045857,0.0005279895,0.00001695266],"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":[0.000009353141,0.00006240239,0.0007933216,0.001345316,0.00003655377,0.000001592886,0.0003091195,0.00001753629,0.00003896956,0.9250696,0.02319386,0.04912237],"study_design_scores_gemma":[0.001359258,0.0001146373,0.0002059074,0.001196566,0.00006272241,3.113016e-8,0.001673995,0.0004291753,0.0002170276,0.01695618,0.97745,0.0003345215],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01427813,0.02797978,0.3249229,0.2394129,0.0008711041,0.03131465,0.00002272943,0.002887089,0.3583108],"genre_scores_gemma":[0.9201704,0.009909782,0.03872586,0.01804799,0.0003737148,0.006032845,0.0003517827,0.0001003508,0.006287221],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9542561,"threshold_uncertainty_score":0.772537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1497666573548634,"score_gpt":0.3830834048319369,"score_spread":0.2333167474770735,"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."}}