{"id":"W3004204797","doi":"10.2147/jmdh.s240056","title":"<p>Advice for Junior Faculty Regarding Academic Promotion: What Not to Worry About, and What to Worry About</p>","year":2020,"lang":"en","type":"article","venue":"Journal of Multidisciplinary Healthcare","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton; Impact","funders":"","keywords":"Worry; Advice (programming); Promotion (chess); Psychology; Medical education; Medicine; Computer science; Political science; Psychiatry; Anxiety","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002154533,0.0005342229,0.0009638063,0.0003975085,0.0005844239,0.0002857408,0.0007397443,0.0005942853,0.00008052126],"category_scores_gemma":[0.0004068968,0.0004770829,0.0002525236,0.0006431961,0.00005639336,0.001633289,0.0004642724,0.001537274,0.0001006154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000480497,"about_ca_system_score_gemma":0.0002897812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000651362,"about_ca_topic_score_gemma":0.00001569329,"domain_scores_codex":[0.994905,0.0003279449,0.001824955,0.0009198427,0.0008710657,0.001151221],"domain_scores_gemma":[0.9956762,0.0003606229,0.0008973348,0.0003749465,0.0005883441,0.002102607],"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":[0.007813585,0.0003870599,0.01405325,0.002808997,0.0005624049,0.0005348038,0.2251363,0.0004869229,0.01759754,0.000986242,0.08709397,0.6425389],"study_design_scores_gemma":[0.008498135,0.005127803,0.2985142,0.01771789,0.0002492258,0.0008611109,0.06282549,0.0004736605,0.001390024,0.0003206974,0.6019466,0.002075133],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7685466,0.01357971,0.0007134559,0.2074248,0.008060018,0.001450441,0.00005801915,0.0001001192,0.00006683795],"genre_scores_gemma":[0.9427536,0.01082282,0.02348188,0.01031947,0.00785387,0.0002972444,0.00006200156,0.0002222467,0.004186895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6404638,"threshold_uncertainty_score":0.9997681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0929740438381119,"score_gpt":0.4078369948561884,"score_spread":0.3148629510180764,"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."}}