{"id":"W2228802646","doi":"10.36834/cmej.36726","title":"Preceptor engagement in distributed medical school campuses","year":2015,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Regional Municipality of Waterloo","funders":"","keywords":"Preceptor; Thematic analysis; Medical education; Community engagement; Student engagement; Medicine; Qualitative research; Psychology; Political science; Sociology; Public relations","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004144108,0.0001772413,0.0002901885,0.0008333363,0.000162855,0.00006772009,0.000376587,0.000446048,0.08864406],"category_scores_gemma":[0.2246296,0.0001585541,0.00006063895,0.001073455,0.0002165743,0.0001857967,0.00002845748,0.00230519,0.0003800979],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002907064,"about_ca_system_score_gemma":0.2467075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004193453,"about_ca_topic_score_gemma":0.007680284,"domain_scores_codex":[0.9957471,0.0002464022,0.0008414451,0.0002587021,0.002334916,0.0005714556],"domain_scores_gemma":[0.9771112,0.00006231773,0.0001502228,0.0003133843,0.001077365,0.02128556],"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":[0.00002258306,0.0004334131,0.02221619,0.00002586961,0.00002734083,0.0001392034,0.0007467213,0.000002310224,0.000001350579,0.0008908795,0.8875956,0.08789852],"study_design_scores_gemma":[0.002109914,0.0001350219,0.02453751,0.0007287026,0.00003327601,0.002227767,0.004980281,0.0006299539,0.000009771772,0.0006241515,0.9637694,0.0002142936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4515699,0.001127142,0.001211463,0.5198404,0.01219286,0.0008068146,0.00001127425,0.00007345952,0.01316667],"genre_scores_gemma":[0.8172814,0.0002048476,0.00496102,0.1696997,0.005960489,0.000147909,0.0004355202,0.00005504119,0.00125401],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3657115,"threshold_uncertainty_score":0.9999965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02353886096198849,"score_gpt":0.34764130300837,"score_spread":0.3241024420463815,"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."}}