{"id":"W2792737385","doi":"10.1177/2292550317729814","title":"I’m a Plastic Surgeon: How Should I Manage My Debt?","year":2017,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; University of Ottawa","funders":"","keywords":"Debt; Business; Finance","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":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.001700399,0.0001683453,0.0003537627,0.0001591623,0.001689684,0.0005731695,0.0007554139,0.0001547937,0.0008359952],"category_scores_gemma":[0.02822495,0.0001628639,0.0001646979,0.0001428583,0.0008077868,0.0004500475,0.0001947768,0.0002142172,0.0002952561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007505468,"about_ca_system_score_gemma":0.0002007446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001075092,"about_ca_topic_score_gemma":0.001318169,"domain_scores_codex":[0.9976504,0.000129955,0.0001601491,0.000324425,0.001124348,0.0006106757],"domain_scores_gemma":[0.9851437,0.01383028,0.000176516,0.0004240998,0.0001026977,0.0003226621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001326842,0.0001477614,0.6543714,0.0001231877,0.0001632462,0.001342903,0.004197228,0.00001534452,0.00002689271,0.007968406,0.3106926,0.0208183],"study_design_scores_gemma":[0.0005732665,0.00004087347,0.3793882,0.000402356,0.000233363,0.000008271159,0.01395051,0.000154302,0.00004163393,0.0006746384,0.6038177,0.0007148896],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8852236,0.0002499773,0.0009108646,0.007492383,0.03601057,0.0001755456,0.0000409883,0.0002934557,0.06960262],"genre_scores_gemma":[0.9957049,0.0001618252,0.00001925781,0.0001698927,0.0009497475,0.000007958203,0.0000103688,0.00001344637,0.002962589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2931251,"threshold_uncertainty_score":0.99961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08454703220054767,"score_gpt":0.2909742179307316,"score_spread":0.206427185730184,"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."}}