{"id":"W1606273464","doi":"","title":"Quantity v/s quality of scientific publications: an analysis for main cities of Spain (2001-2007)","year":2011,"lang":"en","type":"preprint","venue":"Econstor (Econstor)","topic":"Psychology Research and Bibliometrics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Scale (ratio); Scopus; Globalization; Population; Quarter (Canadian coin); Regional science; Production (economics); Work (physics); Sociology of scientific knowledge; Scientific literature; Capital (architecture); Geography; Political science; Social science; Economics; Sociology; Engineering; Cartography","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":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.004161701,0.0005973806,0.001299703,0.02689659,0.0005738463,0.006388003,0.001264949,0.001031897,0.002171075],"category_scores_gemma":[0.02071731,0.0003175663,0.001864396,0.05254854,0.0008323403,0.001904811,0.00244024,0.0005322846,0.001064405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003215257,"about_ca_system_score_gemma":0.002237482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0473334,"about_ca_topic_score_gemma":0.02782407,"domain_scores_codex":[0.9950432,0.000591529,0.001109209,0.0008267381,0.001808639,0.0006206239],"domain_scores_gemma":[0.9514831,0.0137115,0.02019679,0.002343199,0.01020486,0.002060511],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000265895,0.00005127761,0.9791272,0.0004816661,0.0004573044,0.0002426281,0.001081221,0.001396866,0.0001829145,0.0003593777,0.002996537,0.0133571],"study_design_scores_gemma":[0.00001543045,0.00002848718,0.9934361,0.00006034752,0.00008676139,0.0001435856,0.001396092,0.0004513846,0.00008993547,0.00008618207,0.00418915,0.00001665603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.955918,0.005886193,0.0004426341,0.0005508135,0.00004483408,0.00005259737,0.02989132,0.0002227947,0.00699083],"genre_scores_gemma":[0.9697428,0.002240006,0.0005604521,0.00008065797,0.0001021057,0.00007602239,0.02449299,0.0001110876,0.002593883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9958383,"threshold_uncertainty_score":0.09411573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2110790103972847,"score_gpt":0.4301042527678252,"score_spread":0.2190252423705405,"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."}}