{"id":"W2783125661","doi":"10.1002/rth2.12070","title":"Early career professionals: A challenging road","year":2018,"lang":"en","type":"article","venue":"Research and Practice in Thrombosis and Haemostasis","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre","funders":"","keywords":"Work (physics); Face (sociological concept); Human multitasking; Burnout; Public relations; Medical education; Career development; Psychology; Medicine; Political science; Engineering ethics; Sociology; Engineering","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":[0.03382672,0.001052653,0.001377956,0.003381023,0.03099504,0.02473398,0.003133799,0.02027941,0.02704262],"category_scores_gemma":[0.04642416,0.001164171,0.001192769,0.002158012,0.014231,0.03033438,0.02984813,0.02974929,0.007975886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009366299,"about_ca_system_score_gemma":0.04406121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006269109,"about_ca_topic_score_gemma":0.01383767,"domain_scores_codex":[0.9720214,0.01199142,0.001177381,0.001737395,0.004551429,0.008520906],"domain_scores_gemma":[0.8986436,0.02377448,0.002315023,0.002116349,0.0122932,0.06085737],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009189052,0.0005153883,0.005025562,0.001131321,0.0000269566,0.002605909,0.04330446,0.0001207155,0.0003247031,0.1308385,0.574228,0.2417867],"study_design_scores_gemma":[0.00003031137,0.0001916752,0.003070219,0.00394127,0.00001068646,0.001946631,0.1324969,0.0001588196,0.0001089011,0.08128159,0.7766693,0.00009372529],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005774028,0.01478943,0.001429814,0.9507149,0.013877,0.00005335916,0.00004313983,0.00006007828,0.01325832],"genre_scores_gemma":[0.3148657,0.08921073,0.01786869,0.4846437,0.02615822,0.0007057405,0.0003509444,0.0003716967,0.06582452],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9661733,"threshold_uncertainty_score":0.1788949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3447680342496354,"score_gpt":0.5096718177146158,"score_spread":0.1649037834649804,"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."}}