{"id":"W2561289773","doi":"10.2196/resprot.5897","title":"Securing the Continuity of Medical Competence in Times of Demographic Change: A Proposal","year":2016,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Organizational Management and Change","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Psychology; Medical education; Applied psychology; Medicine; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002578343,0.00009136838,0.0001690763,0.0004191255,0.00007623173,0.00006461658,0.000804305,0.00006758466,0.001192356],"category_scores_gemma":[0.0003820761,0.00005006768,0.00004165511,0.001335906,0.000385068,0.0005366441,0.0007471382,0.0001818818,0.00004890375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001497968,"about_ca_system_score_gemma":0.00005352001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001487204,"about_ca_topic_score_gemma":0.0002661452,"domain_scores_codex":[0.997696,0.00008226628,0.000294522,0.000192516,0.001417347,0.0003173261],"domain_scores_gemma":[0.9990314,0.0001584094,0.0001503525,0.0002475697,0.0003969929,0.00001530462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002003974,0.0005887236,0.4934149,0.002065878,0.0000226753,0.00001577571,0.0002899932,1.354444e-7,0.001421857,0.4817513,0.003838165,0.01639015],"study_design_scores_gemma":[0.006150685,0.0002852541,0.7212589,0.01385151,0.000009035144,0.000001992966,0.0007998675,0.0007188616,0.002652366,0.0693101,0.1844671,0.0004943052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.1250386,0.0000374554,0.0001038143,0.04609168,0.0000438711,0.8092313,0.00001207429,0.000143405,0.01929775],"genre_scores_gemma":[0.7453059,0.000002476261,0.00001455648,0.00008222638,0.0003191365,0.2541406,0.000001394375,0.00001269993,0.0001209826],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.6202673,"threshold_uncertainty_score":0.9997207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1428548605324566,"score_gpt":0.4337674386289747,"score_spread":0.290912578096518,"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."}}