{"id":"W4382651840","doi":"10.1016/j.xjon.2023.06.010","title":"United we might stand, divided we will certainly fall!","year":2023,"lang":"en","type":"article","venue":"JTCVS Open","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Conflict of interest; Psychological intervention; Scopus; Medicine; Workforce; Public relations; Specialty; Political science; Psychology; Law; MEDLINE; Nursing; Family 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00333882,0.001020237,0.0008289274,0.001013008,0.007873927,0.007631455,0.001093377,0.005523586,0.09404337],"category_scores_gemma":[0.02125417,0.0004195531,0.0007455951,0.0005638908,0.007167405,0.01454066,0.007843337,0.01580873,0.05362811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002322015,"about_ca_system_score_gemma":0.003696797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006739312,"about_ca_topic_score_gemma":0.01075462,"domain_scores_codex":[0.9966429,0.0009695949,0.0001421265,0.0004294353,0.001090691,0.0007252961],"domain_scores_gemma":[0.9939566,0.0005327142,0.0003510277,0.0003613811,0.001899647,0.002898622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003470556,0.00002697639,0.0007008826,0.00004881616,0.0000154788,0.0001521317,0.0006638552,0.00001827381,0.0001176589,0.01439787,0.9627196,0.02110391],"study_design_scores_gemma":[0.000008047739,0.00002155733,0.0004474569,0.0002701446,0.000007417454,0.0003959826,0.002596881,0.00003870286,0.00005894968,0.008384138,0.9877452,0.00002560514],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001610385,0.01088525,0.001321788,0.860691,0.06716923,0.00002412943,0.0002089598,0.0002355462,0.05785361],"genre_scores_gemma":[0.04290262,0.01173125,0.003143035,0.6305075,0.01993762,0.00007821286,0.0004005336,0.0006485616,0.2906507],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09404337,"threshold_uncertainty_score":0.3146064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0955660863458634,"score_gpt":0.3589617871540245,"score_spread":0.2633957008081611,"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."}}