{"id":"W7624827","doi":"","title":"Medical students, money, and career selection: students' perception of financial factors and remuneration in family medicine.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; Toronto General Hospital; University of Toronto","funders":"","keywords":"Remuneration; Specialty; Perception; Debt; Payment; Affect (linguistics); Family medicine; Family income; Psychology; Student debt; Selection (genetic algorithm); Medical education; Medicine; Finance; Business; 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":[],"consensus_categories":[],"category_scores_codex":[0.002028432,0.00007349667,0.0001746588,0.0001091768,0.0001495877,0.0000394267,0.0002486116,0.0001297041,0.0000343614],"category_scores_gemma":[0.0005955305,0.00006296377,0.00001458643,0.0002425831,0.0002825835,0.0001637484,0.00004998693,0.0001391316,3.390274e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000077277,"about_ca_system_score_gemma":0.000040568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002410759,"about_ca_topic_score_gemma":0.002167478,"domain_scores_codex":[0.9975888,0.0001274291,0.0001763594,0.0001650098,0.001752809,0.0001895985],"domain_scores_gemma":[0.999629,0.00004979058,0.00004781944,0.00004647892,0.00006982815,0.0001571073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002106575,0.00006077218,0.9109794,0.000006048124,0.000005132668,0.000003314944,0.01590574,4.581186e-7,0.00001944294,0.000415069,0.001319004,0.07126453],"study_design_scores_gemma":[0.0006915779,0.00006886704,0.982176,0.00002176997,0.00001967052,5.307627e-7,0.01540099,0.000003473238,0.000003079844,0.0001712338,0.001384909,0.0000579208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955696,0.0002253893,0.00002786897,0.002060727,0.0002271574,0.0003166368,0.000001137604,0.00001785726,0.001553587],"genre_scores_gemma":[0.9982482,0.0006786638,0.000008822943,0.0006162556,0.0002247761,0.00001454809,0.000004378551,0.000001955341,0.0002023514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07120661,"threshold_uncertainty_score":0.3644362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03349405473486931,"score_gpt":0.2970238348932876,"score_spread":0.2635297801584183,"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."}}