{"id":"W3120511490","doi":"10.1186/s12909-020-02459-w","title":"Understanding the clinical reasoning processes involved in the management of multimorbidity in an ambulatory setting: study protocol of a stimulated recall research","year":2021,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Recall; Qualitative research; Medicine; Protocol (science); Cognition; Cognitive interview; Ambulatory; Interview; Medical education; Psychology; Applied psychology; Alternative medicine; Psychiatry; Cognitive psychology","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":[0.008178905,0.000101386,0.0002537706,0.0001537773,0.00006071193,0.0000263828,0.0003058859,0.00008063513,0.0001572386],"category_scores_gemma":[0.00417775,0.00006470118,0.00004151059,0.001226297,0.0002693558,0.00009185659,0.0001413299,0.0004872361,0.000001215128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002349502,"about_ca_system_score_gemma":0.005614391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001376189,"about_ca_topic_score_gemma":0.001639876,"domain_scores_codex":[0.9957168,0.00161444,0.0007821189,0.0003418845,0.001322154,0.000222598],"domain_scores_gemma":[0.9978406,0.001014,0.000173815,0.000578751,0.0002852042,0.0001075798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009439735,0.01942179,0.9503528,0.009022336,0.0001187239,0.00009802233,0.01078694,0.0001846943,0.000009304137,0.00335286,0.001320389,0.004388201],"study_design_scores_gemma":[0.0044678,0.0003965937,0.7560095,0.003214688,0.00008944335,0.000001898496,0.2292805,0.005320553,0.00001479159,0.001020615,0.0001047485,0.00007891367],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9495102,0.00005629312,0.0001978269,0.001152019,0.00009247456,0.0474723,5.846368e-7,0.00001638036,0.00150196],"genre_scores_gemma":[0.9848319,0.00001842197,0.0005136965,0.0001099367,0.00008267078,0.01436863,0.00002429625,0.00001099693,0.00003947934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2184935,"threshold_uncertainty_score":0.9959689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4951523322133707,"score_gpt":0.5692797292402477,"score_spread":0.07412739702687698,"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."}}