{"id":"W4392471638","doi":"10.1177/01492063241231505","title":"Many Roads to Success: Broadening Our Views of Academic Career Paths and Advice","year":2024,"lang":"en","type":"article","venue":"Journal of Management","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Alberta","funders":"BAIF Development Research Foundation; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Advice (programming); Field (mathematics); Elite; Public relations; Psychology; Sociology; Political science; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07607619,0.0008187076,0.001674038,0.003936342,0.03163103,0.03611812,0.005989036,0.02780123,0.006020014],"category_scores_gemma":[0.2140532,0.0008127417,0.00108612,0.00313835,0.07118393,0.03810688,0.01431482,0.04796704,0.001968389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01925362,"about_ca_system_score_gemma":0.04047928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02339416,"about_ca_topic_score_gemma":0.03106456,"domain_scores_codex":[0.9079047,0.06364115,0.003662804,0.003787655,0.01363112,0.007372537],"domain_scores_gemma":[0.6964038,0.2110714,0.009753393,0.005814388,0.04382592,0.03313109],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006161205,0.00007160638,0.001693118,0.0005976746,0.00004985738,0.000756575,0.3817424,0.0002216484,0.0001959314,0.2524447,0.3035296,0.05863531],"study_design_scores_gemma":[0.00002525876,0.00005685194,0.0008138918,0.002869482,0.00003606534,0.0003602078,0.1976942,0.0002612958,0.0001254775,0.1923153,0.6053106,0.0001314062],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001871064,0.007010402,0.000789699,0.9790621,0.003570734,0.00000660076,0.000007791447,0.00002055379,0.007661022],"genre_scores_gemma":[0.2949413,0.02836963,0.004694103,0.6430567,0.01813739,0.00009789352,0.00003616162,0.0002906002,0.01037616],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9239238,"threshold_uncertainty_score":0.4023342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02283851383261501,"score_gpt":0.2642688741675074,"score_spread":0.2414303603348924,"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."}}