{"id":"W4414525174","doi":"10.1111/caje.70018","title":"Putting industries into the idea‐flows model: A quantitative analysis","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Economics/Revue canadienne d économique","topic":"Global trade and economics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Productivity; Quantitative analysis (chemistry); Convergence (economics); Identification (biology); Perspective (graphical); Set (abstract data type); Welfare","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":[0.002286175,0.0005004231,0.0008011555,0.00200629,0.0009166822,0.003676431,0.001591873,0.002433309,0.01574504],"category_scores_gemma":[0.007911826,0.0004623787,0.00118614,0.002131694,0.002363374,0.004825081,0.001624815,0.001660696,0.000816003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002597647,"about_ca_system_score_gemma":0.001461407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007058002,"about_ca_topic_score_gemma":0.003016744,"domain_scores_codex":[0.9993248,0.000338041,0.00002028037,0.00009439883,0.00009925431,0.0001233014],"domain_scores_gemma":[0.9952319,0.003400315,0.0005074358,0.000288689,0.0002670495,0.0003045618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002160751,0.00003519719,0.001182794,0.00004626566,0.00002452936,0.00009391783,0.000179443,0.1810527,0.0002764559,0.8123317,0.001155324,0.003600089],"study_design_scores_gemma":[0.00003041884,0.00002345484,0.0006979369,0.00003282824,0.00001850363,0.00005700954,0.0001450048,0.5099369,0.0001004085,0.485856,0.003081156,0.00002037781],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2853617,0.001119497,0.5874163,0.006693195,0.00009107012,0.0002300294,0.001325957,0.0003499778,0.1174123],"genre_scores_gemma":[0.9529886,0.0006416111,0.03135344,0.0002415032,0.00007304635,0.0002422214,0.0003144704,0.00006777087,0.01407742],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01574504,"threshold_uncertainty_score":0.05267245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2445112087746066,"score_gpt":0.2070253711646937,"score_spread":0.03748583760991292,"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."}}