{"id":"W4400498321","doi":"10.1504/ijpspm.2024.139882","title":"Brewery and echo boomers in India's Silicon Valley: a sentiment analysis","year":2024,"lang":"en","type":"article","venue":"International Journal of Public Sector Performance Management","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Particle Physics","funders":"","keywords":"Echo (communications protocol); Silicon valley; Silicon; Geography; Business; Metallurgy; Computer science; Materials science; Finance; Computer security","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001245739,0.0001451645,0.0002094058,0.003200737,0.00004638849,0.0008171618,0.000339382,0.00004030673,0.0006914742],"category_scores_gemma":[0.00001398722,0.000133113,0.0001161168,0.0008485448,0.00003361197,0.001600696,0.0001885468,0.0001760286,0.00007441208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003413231,"about_ca_system_score_gemma":0.00004082833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002240306,"about_ca_topic_score_gemma":0.00001218101,"domain_scores_codex":[0.9984637,0.00001026639,0.0006310841,0.0002003183,0.0004885249,0.0002061324],"domain_scores_gemma":[0.9993941,0.00002032031,0.0002636878,0.00008776075,0.0002144278,0.00001977373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001008083,0.0003349952,0.6233679,0.0004840288,0.007909836,0.0004384081,0.001174159,0.0009598001,0.00007562501,0.08121528,0.009552103,0.2743871],"study_design_scores_gemma":[0.001109178,0.00001675588,0.7273632,0.0001541242,0.0001909519,0.00001581695,0.001118208,0.02462863,0.00002284259,0.0004790438,0.2446081,0.0002930642],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673608,0.0001495983,0.0005227713,0.002912501,0.00227796,0.0001336973,0.000001562793,0.00003396594,0.02660714],"genre_scores_gemma":[0.9964371,0.0002487751,0.0001803349,0.001815305,0.0005732009,0.00001097352,0.00001717927,0.00001363973,0.000703433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.274094,"threshold_uncertainty_score":0.787991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439519118960209,"score_gpt":0.2365052331740406,"score_spread":0.2221100419844385,"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."}}