{"id":"W4251895938","doi":"10.2196/34071","title":"Toward More Inclusive Networks and Initiatives in Innovation Ecosystems: Protocol for a Systematic Review","year":2022,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Systematic review; Scopus; European union; Grey literature; Protocol (science); Cochrane Library; Thematic analysis; Knowledge management; Psychology; Meta-analysis; Business; MEDLINE; Political science; Computer science; Sociology; Medicine; Qualitative research; Social science; Alternative medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1640339,0.007182912,0.01579138,0.01790832,0.006470926,0.007594159,0.005174805,0.01070872,0.06407244],"category_scores_gemma":[0.1812775,0.006992009,0.01438792,0.01720341,0.007453736,0.01067326,0.006904973,0.01083467,0.01286343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01722068,"about_ca_system_score_gemma":0.06865235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004945312,"about_ca_topic_score_gemma":0.009364808,"domain_scores_codex":[0.8744553,0.06683163,0.03760105,0.006020015,0.01085198,0.004239914],"domain_scores_gemma":[0.8764321,0.04798504,0.02307317,0.01414253,0.03358006,0.00478711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.01822579,0.0008534699,0.001329106,0.731405,0.002597246,0.001391154,0.008051456,0.003089971,0.004649363,0.01842633,0.1143279,0.09565315],"study_design_scores_gemma":[0.07062561,0.003873775,0.006806128,0.3559495,0.004988319,0.0008947548,0.00556971,0.003712118,0.005882943,0.04223963,0.4982116,0.001245855],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002007928,0.0005217596,0.001897828,0.0004126285,0.0003506859,0.9943808,0.001853585,0.00008034528,0.0003015379],"genre_scores_gemma":[0.0001361283,0.0002306356,0.002951178,0.00009896687,0.0000176161,0.9962749,0.0001764188,0.000004662364,0.0001093946],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1640339,"threshold_uncertainty_score":0.8675047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3829112974682625,"score_gpt":0.5242567042076068,"score_spread":0.1413454067393443,"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."}}