{"id":"W4409579979","doi":"10.61091/jcmcc127a-083","title":"Exploring the path of regional industrial upgrading and talent supply driven by new quality productivity","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Firm Innovation and Growth","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Productivity; Path (computing); Quality (philosophy); Business; Industrial organization; Economic geography; Operations management; Economics; Computer science; Economic growth","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":[0.0006734449,0.0003388896,0.000415805,0.001376994,0.0003829804,0.001259811,0.0004774002,0.0004719421,0.01086393],"category_scores_gemma":[0.003756395,0.0002323286,0.001039486,0.001401602,0.0005047426,0.001298587,0.001278216,0.0007679437,0.0006510349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001240674,"about_ca_system_score_gemma":0.001908145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01739027,"about_ca_topic_score_gemma":0.01283649,"domain_scores_codex":[0.9994849,0.00009464068,0.00002379086,0.0001478157,0.00008224062,0.0001665631],"domain_scores_gemma":[0.9980414,0.0009090636,0.0004330075,0.0001070103,0.000256223,0.0002533186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002442606,0.0002028301,0.8712581,0.000285111,0.0005025301,0.001205071,0.002247681,0.02435356,0.004261025,0.05085379,0.001515397,0.04307068],"study_design_scores_gemma":[0.0000857616,0.0002642389,0.9117444,0.00008229157,0.0005629849,0.0003416715,0.003794987,0.0517662,0.002391198,0.02271666,0.006192577,0.00005700436],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973815,0.0004446078,0.01288346,0.000987779,0.0000166822,0.00006007297,0.0006911934,0.00009927281,0.01100199],"genre_scores_gemma":[0.9960698,0.0002148998,0.001047751,0.00003744231,0.0000090708,0.00002497592,0.0002384734,0.000007286661,0.002350368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01739027,"threshold_uncertainty_score":0.03634346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09136277315259696,"score_gpt":0.2660247129613599,"score_spread":0.1746619398087629,"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."}}