{"id":"W2432718193","doi":"10.1097/acm.0b013e3182765491","title":"Perspective","year":2012,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Mentorship; Academic institution; Negotiation; Institution; Medical education; Career Pathways; Position (finance); Perspective (graphical); Career development; Relevance (law); Value (mathematics); Psychology; Work (physics); Medicine; Public relations; Nursing; Sociology; Management; Political science; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001578501,0.0004054774,0.0002744646,0.0005461213,0.003235937,0.004515596,0.001143538,0.003765194,0.142057],"category_scores_gemma":[0.004701187,0.0001335663,0.0003526473,0.0005776687,0.00218142,0.003244419,0.003304253,0.004060554,0.03323318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003384961,"about_ca_system_score_gemma":0.006908266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006100747,"about_ca_topic_score_gemma":0.009486936,"domain_scores_codex":[0.9982692,0.0003753599,0.00004245845,0.0003179561,0.0005006372,0.0004942836],"domain_scores_gemma":[0.9982117,0.0002576739,0.00009474286,0.0001354749,0.0005658377,0.0007345369],"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":[0.00007827828,0.00006704129,0.002564191,0.0002067072,0.00001132692,0.0008181688,0.002862568,0.00009946906,0.0003391018,0.2857161,0.6053818,0.1018553],"study_design_scores_gemma":[0.000005651099,0.00001699852,0.0007329925,0.0002063619,0.000003213129,0.0004580269,0.002003304,0.00001591239,0.00007339466,0.01360652,0.9828723,0.000005266254],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.004303287,0.005185445,0.002045225,0.1504133,0.007636983,0.00005762885,0.0004995835,0.0000771625,0.8297814],"genre_scores_gemma":[0.1384389,0.0137112,0.002329946,0.2166997,0.005602924,0.0001865899,0.0009870258,0.0001575419,0.6218861],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.142057,"threshold_uncertainty_score":0.475228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3057017534788554,"score_gpt":0.5459422963631487,"score_spread":0.2402405428842933,"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."}}