{"id":"W4382777462","doi":"10.1111/bdi.13365","title":"Barriers to and facilitators of success for early and <scp>Mid‐Career</scp> professionals focused on bipolar disorder: A global needs survey by the International Society for Bipolar Disorders","year":2023,"lang":"en","type":"article","venue":"Bipolar Disorders","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McMaster University","funders":"","keywords":"Mentorship; Facilitator; Workgroup; Medical education; Career development; Psychology; Ethnic group; Medicine; Political science; Social psychology","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":[0.008150738,0.0002839703,0.0004149525,0.001566317,0.002010416,0.001681865,0.0007299443,0.0009292154,0.002541856],"category_scores_gemma":[0.01661852,0.0004917059,0.0007865067,0.001454611,0.0007998473,0.002068473,0.00351866,0.001345978,0.0003865134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002092269,"about_ca_system_score_gemma":0.007710059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01628668,"about_ca_topic_score_gemma":0.03012403,"domain_scores_codex":[0.997053,0.0009904827,0.0003165423,0.0001577947,0.0005719598,0.0009102153],"domain_scores_gemma":[0.9904553,0.002778921,0.001875014,0.0002185746,0.001893989,0.002778217],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006931733,0.0003307202,0.8823951,0.0004613007,0.00004223792,0.0003001089,0.0810883,0.00007498722,0.0002167887,0.0002636315,0.005717265,0.02904019],"study_design_scores_gemma":[0.00001204963,0.0002116235,0.7898419,0.0005428545,0.00002251708,0.0002046678,0.2038343,0.0001648939,0.00009124247,0.0001547087,0.004898203,0.00002100555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994636,0.0003500307,0.0001047334,0.002616129,0.00002877159,0.0001834742,0.0005776281,0.000005876194,0.001497313],"genre_scores_gemma":[0.9959335,0.0008777349,0.0005029412,0.0005741513,0.00001906447,0.0006883257,0.0007173555,0.000009423728,0.0006775091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9918492,"threshold_uncertainty_score":0.04310578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01620076582328016,"score_gpt":0.2823483794362145,"score_spread":0.2661476136129343,"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."}}