{"id":"W85551057","doi":"10.1023/a:1007091104399","title":"Faculty in Transition: A Longitudinal Analysis of Perceived Control and Type of Institution in the Research Productivity of Newly Hired Faculty","year":2000,"lang":"en","type":"article","venue":"Research in Higher Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; Manitoba Health; University of Manitoba","funders":"","keywords":"Productivity; Control (management); Liberal arts education; Institution; Higher education; Psychology; Quality (philosophy); Path analysis (statistics); Demographic economics; Public relations; Medical education; Sociology; Political science; Management; Economic growth; Economics; Social science; Medicine","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":[0.01056307,0.0000886155,0.0003533733,0.001780542,0.0002117509,0.00003380328,0.0003629712,0.0001038346,0.0003233269],"category_scores_gemma":[0.0006962516,0.00007312519,0.00005068507,0.01023343,0.001566299,0.0003125258,0.00002380057,0.000499167,0.000002944297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004221108,"about_ca_system_score_gemma":0.001716977,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04343434,"about_ca_topic_score_gemma":0.01220356,"domain_scores_codex":[0.9934907,0.003531264,0.000467765,0.0003740037,0.00168056,0.0004557392],"domain_scores_gemma":[0.9973595,0.0008396026,0.0000737671,0.0003036291,0.001349878,0.00007359133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003881981,0.002048253,0.8867299,0.0001811328,0.00009930651,0.000001712023,0.09697768,0.0004958228,0.001134821,0.00591823,0.0005235726,0.005501381],"study_design_scores_gemma":[0.0004313672,0.00009654187,0.9818758,0.0000975685,0.00001891367,1.444674e-7,0.01497697,0.00005322871,0.00003728637,0.0007634606,0.001591111,0.00005756558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810158,0.0003590909,0.000001001518,0.01386625,0.00005761913,0.001012813,0.00003053377,0.000003809535,0.003653104],"genre_scores_gemma":[0.9986573,0.0003649534,0.00008097606,0.000007253318,0.00008519939,0.0001870313,0.00004145817,0.000004344966,0.0005714911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09514596,"threshold_uncertainty_score":0.9629355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2968950571526513,"score_gpt":0.5337317850299582,"score_spread":0.2368367278773069,"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."}}