{"id":"W2947062702","doi":"10.1186/s12909-019-1562-6","title":"Profiling recent medical graduates planning to pursue surgery, anesthesia and obstetrics in Brazil","year":2019,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Stryker","keywords":"Specialty; Logistic regression; Medicine; Obstetrics and gynaecology; Public sector; Family medicine; Medical education; Pregnancy; Political science","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"],"consensus_categories":[],"category_scores_codex":[0.003913168,0.00007499695,0.0001779197,0.0001957371,0.0001085027,0.0000489993,0.0002804957,0.0001866983,0.0008070299],"category_scores_gemma":[0.02276077,0.00007060752,0.0000216992,0.0006516178,0.0001456074,0.0001145314,0.00004617128,0.0002131552,0.00006756204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001214093,"about_ca_system_score_gemma":0.004106558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005442863,"about_ca_topic_score_gemma":0.0004085461,"domain_scores_codex":[0.9971573,0.0002435489,0.0002243232,0.0002333382,0.00187536,0.0002661292],"domain_scores_gemma":[0.997555,0.001550799,0.00005093238,0.0001049531,0.00009796806,0.0006403622],"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":[0.00001600062,0.0001395482,0.8746192,0.00007660791,0.000002832117,0.00001751296,0.007997566,0.000002106325,0.000002093664,0.003646102,0.01728074,0.09619972],"study_design_scores_gemma":[0.001288499,0.0001612969,0.3276294,0.002997504,0.00003917035,0.00004243738,0.1970255,0.0005126641,0.00007116502,0.001908868,0.4676183,0.0007052087],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588166,0.0007417643,0.00005555472,0.03607468,0.001485577,0.0002661187,2.150108e-7,0.0000325859,0.002526904],"genre_scores_gemma":[0.9884716,0.0009386531,0.0006012498,0.008643734,0.0005559873,0.00002281481,0.0000307523,0.000008979493,0.000726188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5469897,"threshold_uncertainty_score":0.985471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04537950647708078,"score_gpt":0.3598109946864895,"score_spread":0.3144314882094087,"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."}}