{"id":"W3135946263","doi":"10.1142/s1363919621500638","title":"UNDERSTANDING THE SPECIFIC CHARACTERISTICS AND DETERMINANTS OF OPEN INNOVATION IN SMALL AND MEDIUM-SIZED ENTERPRISES: A SYSTEMATIC LITERATURE REVIEW","year":2021,"lang":"en","type":"article","venue":"International Journal of Innovation Management","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Originality; Pace; Open innovation; Business; Marketing; Industrial organization; Knowledge management; Sociology; Computer science; Social science; Qualitative research","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002692906,0.0001219774,0.0003517124,0.0008701844,0.00005336866,0.0006544907,0.001079035,0.00003449059,0.000007945508],"category_scores_gemma":[0.000689092,0.00009349558,0.00002322246,0.003284166,0.00004607757,0.0008402751,0.0007397752,0.0001876122,6.145961e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000149721,"about_ca_system_score_gemma":0.00009650047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001093704,"about_ca_topic_score_gemma":0.000004306512,"domain_scores_codex":[0.9972045,0.000144121,0.001906865,0.0001864016,0.0004598103,0.00009825465],"domain_scores_gemma":[0.9954565,0.0001889928,0.001775119,0.0002611194,0.002302868,0.00001542988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000082934,0.0003161964,0.03399481,0.01647778,0.0005339636,0.0008245474,0.003150972,0.00001598806,0.0008855755,0.9207172,0.001685313,0.02131469],"study_design_scores_gemma":[0.01014798,0.000403948,0.3123471,0.5226668,0.0002961077,0.004401465,0.005569018,0.003872417,0.002063423,0.1286345,0.008239218,0.001358072],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09753081,0.004968655,0.8749485,0.01846661,0.00167117,0.001627002,0.00001891073,0.00001934397,0.0007489743],"genre_scores_gemma":[0.9476355,0.01065689,0.03814833,0.003243874,0.00008903853,0.00003477587,0.00002587745,0.00001497106,0.0001507015],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8501047,"threshold_uncertainty_score":0.6311269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07345462361949343,"score_gpt":0.3239786925830577,"score_spread":0.2505240689635643,"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."}}