{"id":"W2461782457","doi":"10.1097/acm.0000000000001082","title":"In Reply to Auster","year":2016,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Identity (music); Social psychology; Psychology; Context (archaeology); Personal identity; Construct (python library); Balance (ability); Centrality; Self; Sociology; Aesthetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.009824362,0.00174408,0.002924862,0.001699816,0.005792245,0.008029746,0.005839751,0.04346674,0.02052359],"category_scores_gemma":[0.08367499,0.001577012,0.001803013,0.001414465,0.007328555,0.01141195,0.006747581,0.09003424,0.01313799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005184873,"about_ca_system_score_gemma":0.009447595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005723703,"about_ca_topic_score_gemma":0.006801953,"domain_scores_codex":[0.9909686,0.002555688,0.0008953905,0.001665369,0.003076583,0.0008382907],"domain_scores_gemma":[0.9681576,0.01603426,0.002001621,0.001162101,0.007800599,0.004843914],"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":[0.00001303915,0.000009591929,0.00007842675,0.00004552249,0.000004925078,0.0001469693,0.0001650722,0.000009739971,0.00002572077,0.0008357734,0.9964443,0.002220854],"study_design_scores_gemma":[0.0000262359,0.00003630709,0.000488751,0.0004761247,0.00001468419,0.0009538476,0.001165849,0.0001213615,0.0001728141,0.003325337,0.9931306,0.00008807001],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001015396,0.002160155,0.00008920462,0.9315717,0.06517088,0.00001408793,0.00003914288,0.00003908887,0.0008141926],"genre_scores_gemma":[0.000974794,0.0008722835,0.0001525794,0.9738236,0.02025383,0.00004996748,0.00001353126,0.00003437226,0.003825058],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04346674,"threshold_uncertainty_score":0.06865823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06140075740615918,"score_gpt":0.361864495194958,"score_spread":0.3004637377887988,"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."}}