{"id":"W4210394756","doi":"10.1108/cr-06-2021-0083","title":"Economic complexity and the dynamics of regional competitiveness a systematic review","year":2022,"lang":"en","type":"review","venue":"Competitiveness Review An International Business Journal incorporating Journal of Global Competitiveness","topic":"Economic and Technological Innovation","field":"Economics, Econometrics and Finance","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Originality; Set (abstract data type); Regional science; Management science; Economics; Computer science; Sociology; Qualitative research; Social science","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":[0.02967251,0.001144826,0.00360715,0.02574689,0.001195751,0.006749493,0.001850008,0.002250216,0.004231144],"category_scores_gemma":[0.1324616,0.0009393311,0.00366531,0.02019687,0.002291014,0.005968493,0.002686265,0.001712796,0.000473789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005972036,"about_ca_system_score_gemma":0.02877597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005076279,"about_ca_topic_score_gemma":0.01196416,"domain_scores_codex":[0.9479889,0.02754492,0.0114513,0.002974698,0.009092291,0.0009478626],"domain_scores_gemma":[0.8446397,0.1201679,0.01924865,0.003437484,0.0115282,0.0009780145],"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":[0.0001263384,0.00003605771,0.004691124,0.8399085,0.006312477,0.0005650842,0.002624246,0.0007511348,0.0003749858,0.0104452,0.008281447,0.1258833],"study_design_scores_gemma":[0.00008793785,0.00013222,0.008363454,0.8730447,0.01349142,0.001240315,0.003809987,0.0004291431,0.0003213677,0.006835146,0.09216742,0.00007696146],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003603869,0.9866958,0.002219083,0.003109524,0.0005847798,0.0008188474,0.0006073944,0.00002573527,0.002335021],"genre_scores_gemma":[0.09867206,0.8847802,0.009236794,0.00285345,0.0005759842,0.002547633,0.0006860148,0.00003111509,0.0006167451],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02967251,"threshold_uncertainty_score":0.1569251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1016935322624489,"score_gpt":0.3250573818985863,"score_spread":0.2233638496361374,"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."}}