{"id":"W2057415348","doi":"10.4300/jgme-05-04-42","title":"The Impact of Varying Levels of Implementation Fidelity on Resident Perceptions of an Assessment Innovation","year":2013,"lang":"en","type":"article","venue":"Journal of Graduate Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Perception; Fidelity; Computer science; MEDLINE; Data science; Psychology; Medicine; Political science; Telecommunications","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003365262,0.0001290971,0.0003704035,0.0005953704,0.0001042075,0.00001642824,0.0002171083,0.0001085575,0.001160929],"category_scores_gemma":[0.004101327,0.00008252379,0.0001456701,0.00109713,0.0002319365,0.0003474285,0.00002111761,0.0005089645,0.000002539937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004618376,"about_ca_system_score_gemma":0.004873509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007604959,"about_ca_topic_score_gemma":0.000007177214,"domain_scores_codex":[0.9956883,0.0002304929,0.002117057,0.0001253064,0.001672789,0.0001660435],"domain_scores_gemma":[0.9927326,0.0002079975,0.002043262,0.0003414752,0.00455948,0.0001152177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000212465,0.00330366,0.03510523,0.0002783235,0.0003420155,8.79979e-7,0.003353997,0.0001036257,0.03869577,0.005363885,0.02635724,0.8868829],"study_design_scores_gemma":[0.00096678,0.001596429,0.9808648,0.0005027265,0.0001046107,0.00005035303,0.005757323,0.001253903,0.003440122,0.005360586,0.00003296997,0.00006943574],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879553,0.00003028549,0.002223938,0.008462052,0.0006322157,0.0004568675,0.000004675717,0.000004735432,0.0002299502],"genre_scores_gemma":[0.9944132,0.00007439782,0.004733573,0.0003081379,0.0003371431,0.00002400831,0.00006367682,0.00001338078,0.00003246663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9457595,"threshold_uncertainty_score":0.9997522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0735442460657168,"score_gpt":0.5097162696303833,"score_spread":0.4361720235646665,"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."}}