{"id":"W6887932082","doi":"10.17722/ijme.v13i2.593","title":"The Human Dimension of Open Innovation: Structured Literature Review","year":2019,"lang":"en","type":"article","venue":"International Journal of Management Excellence","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Dimension (graph theory); Human Dimension; Variety (cybernetics); Fourth Dimension","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":[0.001255064,0.0001072274,0.0001843989,0.000267905,0.00009420866,0.0004624858,0.005335161,0.00002626286,0.00006463851],"category_scores_gemma":[0.00008482004,0.00007360328,0.00006615594,0.001118957,0.00003951681,0.001145965,0.001340963,0.0002013366,0.00001711228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005590077,"about_ca_system_score_gemma":0.00004134538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002420047,"about_ca_topic_score_gemma":6.116292e-7,"domain_scores_codex":[0.9978722,0.00007155408,0.0008453714,0.000174755,0.0009244073,0.0001116895],"domain_scores_gemma":[0.996316,0.0001020985,0.001106236,0.0005125239,0.001941259,0.00002194179],"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":[0.00002322858,0.00008890477,0.001802409,0.0002146531,0.0002883309,0.00008320885,0.0002869423,0.000134858,0.00128901,0.8937634,0.03164191,0.0703832],"study_design_scores_gemma":[0.003921878,0.0005686439,0.03885525,0.02923209,0.0001008608,0.0005857565,0.0003294964,0.0007912659,0.004622305,0.1542868,0.7658759,0.0008297842],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2230781,0.04599062,0.4056312,0.1758471,0.02721135,0.007439496,0.00004195874,0.0002001874,0.11456],"genre_scores_gemma":[0.9490598,0.007250976,0.03550534,0.003049036,0.0001649901,0.00001104036,0.00001150041,0.00001508529,0.004932154],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7394766,"threshold_uncertainty_score":0.9914144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01499031365259489,"score_gpt":0.314060035994603,"score_spread":0.2990697223420081,"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."}}