{"id":"W2010402772","doi":"10.3109/0142159x.2011.610838","title":"Clinicians prefer simple educational tools for implementing practice change","year":2011,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"Canadian Institutes of Health Research; Ontario Medical Association; Ontario Ministry of Health and Long-Term Care","keywords":"Respondent; Audit; Medical education; Medicine; MEDLINE; Health care","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01303684,0.0005419576,0.0003310929,0.0008325494,0.0003986693,0.002223424,0.0007070903,0.001809778,0.004751216],"category_scores_gemma":[0.09275434,0.0004001353,0.0004137758,0.0006390967,0.0005472012,0.0022991,0.001492738,0.001184376,0.001657085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006382166,"about_ca_system_score_gemma":0.001205448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000367307,"about_ca_topic_score_gemma":0.0009639422,"domain_scores_codex":[0.9860107,0.008331899,0.001262144,0.0006207465,0.00324643,0.0005280958],"domain_scores_gemma":[0.9338707,0.04617962,0.01146111,0.002613923,0.002959924,0.002914745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001369583,0.001743675,0.2095932,0.003451094,0.0001802119,0.001054304,0.01444259,0.0009309473,0.006461362,0.0008386879,0.0149036,0.7450308],"study_design_scores_gemma":[0.001801854,0.0195528,0.6886979,0.01327461,0.0007006739,0.0140896,0.05247184,0.008789794,0.01133056,0.009497234,0.1791087,0.0006844813],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9447548,0.003781783,0.01940693,0.01260893,0.0002715671,0.0006465558,0.0002494432,0.001443238,0.01683674],"genre_scores_gemma":[0.9437997,0.002598437,0.04863466,0.002721444,0.0001145151,0.000303193,0.0001690811,0.0000883337,0.00157056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01303684,"threshold_uncertainty_score":0.06894624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4405437806896505,"score_gpt":0.5080281455431718,"score_spread":0.06748436485352127,"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."}}