{"id":"W2169643465","doi":"","title":"Attractiveness of family medicine for medical students: influence of research and debt.","year":2011,"lang":"en","type":"article","venue":"PubMed","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Specialty; Attractiveness; Debt; Family medicine; Set (abstract data type); Medical education; Medicine; Medical school; Student debt; Psychology; Finance; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009042352,0.0000419701,0.0001756532,0.0001064178,0.000121954,0.000005739963,0.0007128491,0.00008630251,0.00004315162],"category_scores_gemma":[0.003051617,0.00003459826,0.00001690555,0.0002747626,0.002437131,0.0001179538,0.0001377048,0.0001076318,4.865391e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002552894,"about_ca_system_score_gemma":0.00008590215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004037846,"about_ca_topic_score_gemma":0.000305729,"domain_scores_codex":[0.997162,0.0001370074,0.0001711233,0.0001290994,0.002144194,0.000256508],"domain_scores_gemma":[0.9985058,0.0006047086,0.00006402624,0.00009847325,0.0005287114,0.0001982863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005809068,0.0005407818,0.7902844,0.0003418101,0.0001363444,0.0000176148,0.05502051,3.879961e-7,0.0001025178,0.05149548,0.002538282,0.09894095],"study_design_scores_gemma":[0.0007343671,0.0001273505,0.964731,0.00007833499,0.0000193855,2.968735e-7,0.02680815,2.865579e-7,0.0001798641,0.004061171,0.003222001,0.00003777982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823042,0.0002491739,0.00003453952,0.0007818291,0.0001229685,0.0005156086,0.000004532779,0.000008502153,0.01597868],"genre_scores_gemma":[0.9990415,0.0003046457,0.00003110774,0.0001386253,0.00008019245,0.0001108459,7.724541e-7,0.000002681493,0.0002896379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1744466,"threshold_uncertainty_score":0.8979713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2415702008514106,"score_gpt":0.4273738249901144,"score_spread":0.1858036241387039,"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."}}