{"id":"W2094190128","doi":"10.1139/l07-027","title":"Research quality, publications, and impact in civil engineering into the 21st century. Publish or perish, commercial versus open access, Internet versus libraries?","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Web visibility and informetrics","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publish or perish; The Internet; Publishing; Quality (philosophy); Publication; Scholarship; Public relations; Dissemination; Engineering; Political science; Computer science; World Wide Web; Law; Telecommunications","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005613268,0.0001870482,0.0002918228,0.002006367,0.000179019,0.006064783,0.004437703,0.0001271173,0.0001452496],"category_scores_gemma":[0.004751108,0.000149137,0.00007588237,0.003635855,0.00009192057,0.007986132,0.0009254998,0.0010755,0.000002215859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008107162,"about_ca_system_score_gemma":0.00219822,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01499321,"about_ca_topic_score_gemma":0.5197917,"domain_scores_codex":[0.9977725,0.00007571503,0.0006916957,0.0002329507,0.0004802123,0.0007469309],"domain_scores_gemma":[0.9966168,0.001412291,0.0001655591,0.0005295915,0.0003844519,0.0008912758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002125143,0.0002468751,0.06610902,0.0005467549,0.0008010826,0.0004946731,0.04146394,0.03494623,0.00007428062,0.5984132,0.09027589,0.1645029],"study_design_scores_gemma":[0.005555724,0.00115593,0.4369286,0.00037936,0.00002082192,0.000125116,0.003048426,0.03422926,0.0001234274,0.0003839454,0.5171025,0.0009469085],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7176017,0.01513701,0.1451865,0.02429798,0.01909181,0.002711068,0.00006883236,0.0002940231,0.07561106],"genre_scores_gemma":[0.9982421,0.0001415005,0.001265798,0.00006739243,0.000229318,0.000004894652,0.00000364621,0.0000184332,0.00002695485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5980293,"threshold_uncertainty_score":0.994967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1214158483912013,"score_gpt":0.3805275169620324,"score_spread":0.2591116685708311,"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."}}