{"id":"W3211057370","doi":"10.1371/journal.pone.0257340","title":"How faculty define quality, prestige, and impact of academic journals","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"Open Society Foundations","keywords":"Prestige; Quality (philosophy); Data science; Computer science; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01761843,0.000280642,0.0006416854,0.009260022,0.004036292,0.0176775,0.001159231,0.001052135,0.001663431],"category_scores_gemma":[0.1100026,0.0002163286,0.000350607,0.01045578,0.00923539,0.006817853,0.003344275,0.00107227,0.0004879396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01498562,"about_ca_system_score_gemma":0.02455929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1235367,"about_ca_topic_score_gemma":0.1982049,"domain_scores_codex":[0.9722701,0.008129722,0.001956859,0.001364489,0.01356172,0.002717195],"domain_scores_gemma":[0.9211994,0.02701603,0.01568106,0.003912641,0.02252793,0.009662924],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002101907,0.000223631,0.640247,0.0004332164,0.0003484887,0.000148881,0.09050173,0.001240569,0.002332929,0.03821688,0.01037848,0.2157181],"study_design_scores_gemma":[0.00004917883,0.0002535888,0.7376425,0.000788117,0.0001518158,0.0002467003,0.1538291,0.001538974,0.002277139,0.05378395,0.04914619,0.000292667],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9027545,0.004578493,0.006533104,0.01510819,0.0002271401,0.0001880368,0.0005267821,0.0001040103,0.06997968],"genre_scores_gemma":[0.995235,0.0009803384,0.0014406,0.0008154985,0.00006348931,0.00002397821,0.00009741748,0.00002321212,0.001320528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.99074,"threshold_uncertainty_score":0.2456353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8976549043358827,"score_gpt":0.6462692179259985,"score_spread":0.2513856864098842,"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."}}