{"id":"W320351925","doi":"","title":"Does Counting Publications Provide Any Useful Information about Academic Performance","year":2000,"lang":"en","type":"article","venue":"Teacher education quarterly (Claremont, Calif.)","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Credibility; Curriculum; Publication; Publish or perish; Higher education; Selection (genetic algorithm); Quality (philosophy); Library science; Medical education; Psychology; Sociology; Publishing; Public relations; Political science; Pedagogy; Law; Medicine; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001110035,0.0002489394,0.0002085015,0.0002212289,0.001012427,0.0004823985,0.0005494683,0.0002736134,0.004377559],"category_scores_gemma":[0.0001306553,0.0002101258,0.00007798284,0.0007801271,0.0001742507,0.004211074,0.000009800908,0.0004854475,0.001512864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000747934,"about_ca_system_score_gemma":0.00311917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003504704,"about_ca_topic_score_gemma":0.0006828883,"domain_scores_codex":[0.997234,0.0002109605,0.0007665809,0.0003668776,0.0008095466,0.0006120524],"domain_scores_gemma":[0.9982828,0.00006213476,0.000396183,0.0004435739,0.0005001923,0.0003151449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001627669,0.0002857947,0.1788268,0.00004541313,0.000020096,8.483894e-8,0.1803245,0.000006459646,0.00001655647,0.003094224,0.07021588,0.567148],"study_design_scores_gemma":[0.0001541594,0.00002125887,0.2669103,0.00005394712,0.00001605753,0.000001207904,0.01181787,0.0000439197,0.00001929342,0.0004732473,0.7202157,0.0002730911],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.922149,0.0002528042,0.0002607938,0.02503763,0.001423575,0.00091211,0.00002303843,0.0004232304,0.04951781],"genre_scores_gemma":[0.9317889,0.0004115893,0.0008527085,0.002817471,0.001048045,0.0003561538,0.000201257,0.00002494725,0.06249895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6499998,"threshold_uncertainty_score":0.9992646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01391304180544743,"score_gpt":0.2998812376048054,"score_spread":0.2859681957993579,"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."}}