{"id":"W2562192075","doi":"10.1080/0142159x.2017.1270426","title":"How patient educators help students to learn: An exploratory study","year":2016,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia; Canadian Institutes of Health Research; University of Leeds; Faculty of Medicine, University of British Columbia","keywords":"Variety (cybernetics); Medical education; Qualitative research; Exploratory research; Psychology; Medicine; Teaching method; Pedagogy; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001390651,0.000198807,0.0003013398,0.0002338167,0.0000945709,0.00003932775,0.0003555089,0.0001792725,0.003579936],"category_scores_gemma":[0.00515707,0.0001221642,0.00004824953,0.0005038118,0.0001395391,0.0001764259,0.0001496273,0.0004407889,0.0004481386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003153598,"about_ca_system_score_gemma":0.0003869356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001078878,"about_ca_topic_score_gemma":0.00001526143,"domain_scores_codex":[0.9961053,0.0002473507,0.0003857871,0.0004870084,0.002387006,0.0003876128],"domain_scores_gemma":[0.998262,0.00002390534,0.00007223197,0.0006821876,0.00022989,0.0007297963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007441429,0.007728388,0.4806948,0.00001757767,0.00008685911,0.00005872078,0.0152885,3.002785e-8,0.0001638636,0.0000447635,0.08788519,0.4079569],"study_design_scores_gemma":[0.009326556,0.01004485,0.2043344,0.0009703353,0.0002729371,0.00008393128,0.2085184,0.00005560716,0.0006685422,0.0001834507,0.564414,0.001127027],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613051,0.00002774233,0.0004606026,0.03539523,0.001335163,0.0008478006,5.235734e-7,0.0001308805,0.0004968902],"genre_scores_gemma":[0.986601,0.000003337731,0.0002432716,0.003866831,0.001016936,0.0003115962,0.000009267328,0.00004606556,0.007901689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4765288,"threshold_uncertainty_score":0.9973309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03365230602064265,"score_gpt":0.3719235384615837,"score_spread":0.338271232440941,"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."}}