{"id":"W4407918160","doi":"10.1007/978-3-031-76228-4_1","title":"Why This Study Now?","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Labor market dynamics and wage inequality","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004454165,0.0003415715,0.0006764495,0.0008559949,0.003003757,0.008665817,0.001404808,0.005746034,0.07223134],"category_scores_gemma":[0.01403457,0.0002261729,0.0005688597,0.001543553,0.004925802,0.0124871,0.003892507,0.009849489,0.03082417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003286539,"about_ca_system_score_gemma":0.006278399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01015246,"about_ca_topic_score_gemma":0.01514256,"domain_scores_codex":[0.9970886,0.0009447696,0.0001146476,0.0004554178,0.0008760879,0.0005204125],"domain_scores_gemma":[0.9931085,0.001781023,0.0002525502,0.0005263585,0.002274276,0.002057317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001440377,0.00003246243,0.00105974,0.0001938357,0.000004501041,0.0001299414,0.001172093,0.0000173902,0.00007132543,0.09859756,0.8396877,0.0590191],"study_design_scores_gemma":[0.000005414879,0.000009477425,0.001016906,0.0006834603,0.000003146911,0.0001166498,0.002804149,0.00001724823,0.0000314531,0.0139202,0.9813852,0.000006769219],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001411801,0.02085966,0.0008116715,0.8270111,0.03408089,0.0000412423,0.0004447778,0.00008134279,0.1152575],"genre_scores_gemma":[0.03551809,0.03989782,0.002903896,0.5465726,0.01726528,0.0002801918,0.001299372,0.0003050564,0.3559577],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07223134,"threshold_uncertainty_score":0.2416379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02917666559510989,"score_gpt":0.2283711950621362,"score_spread":0.1991945294670263,"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."}}