{"id":"W3121956834","doi":"","title":"Quality upgrading of Italian manufactures: evidence from firmsï¿½ prices and strategies","year":2011,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Italy: Economic History and Contemporary Issues","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Quality (philosophy); Business; Job creation; Product (mathematics); Value (mathematics); Industrial organization; Marketing; Commerce; Economics; Labour economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003202569,0.0004691964,0.001507344,0.0007481044,0.0001651439,0.0002485985,0.001097172,0.0006178122,0.0005444188],"category_scores_gemma":[0.0004491782,0.0005873343,0.0002773177,0.00009347115,0.0006418442,0.0007930811,0.000867704,0.001216294,0.0000492293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005597878,"about_ca_system_score_gemma":0.0003104276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005979733,"about_ca_topic_score_gemma":0.001347887,"domain_scores_codex":[0.9954746,0.0001713714,0.001987844,0.00163597,0.00007759443,0.0006525834],"domain_scores_gemma":[0.9963258,0.0007561711,0.001231521,0.001421993,0.0000576743,0.0002068368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001366194,0.00103328,0.5718064,0.004256321,0.002087745,0.0001347904,0.06341817,0.002875729,0.0003885517,0.2682209,0.0006036258,0.08380824],"study_design_scores_gemma":[0.001756841,0.0004630396,0.2847643,0.00205301,0.00003364894,0.000007492627,0.01440915,0.002276999,0.001201569,0.6375801,0.05228365,0.003170115],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.829605,0.008793287,0.00001837162,0.0001254266,0.0005342161,0.0005231993,0.0004742623,0.00003298916,0.1598932],"genre_scores_gemma":[0.9834802,0.01372983,0.0007721321,0.00003588576,0.0001724319,0.0001126119,0.00006370458,0.00006183144,0.001571379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3693592,"threshold_uncertainty_score":0.9996578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1379136164470322,"score_gpt":0.330144132995855,"score_spread":0.1922305165488228,"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."}}