{"id":"W4401073357","doi":"10.1097/sih.0000000000000816","title":"The PEARLS Debriefing Checklist—Optimal Use for Faculty Development","year":2024,"lang":"en","type":"article","venue":"Simulation in Healthcare The Journal of the Society for Simulation in Healthcare","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Debriefing; Checklist; Medical education; Psychology; Medicine; Library science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.005740989,0.0004201918,0.0006279871,0.0002747245,0.001610431,0.0002100723,0.0004871077,0.0004515755,0.000007503791],"category_scores_gemma":[0.001976434,0.0002590457,0.001015674,0.001445662,0.0001742645,0.0005351828,0.00007251315,0.001393097,0.000002997364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003139362,"about_ca_system_score_gemma":0.003858861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009312063,"about_ca_topic_score_gemma":0.0005370647,"domain_scores_codex":[0.9939957,0.000614168,0.002904585,0.0004599479,0.001134085,0.0008915645],"domain_scores_gemma":[0.9800608,0.01457343,0.001125632,0.0007300423,0.003201468,0.0003086522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009396432,0.00006261469,0.1108803,0.00188939,0.0001169759,9.888558e-7,0.01680043,0.861261,0.000007399631,0.001055227,0.0006358685,0.006350175],"study_design_scores_gemma":[0.002275886,0.0003084674,0.167802,0.001828355,0.0001222649,0.00002359117,0.004983977,0.7985571,0.00004249569,0.002250928,0.02150438,0.0003005982],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7688831,0.007655082,0.01447856,0.1969116,0.00411411,0.007692768,0.000152925,0.0001084359,0.000003371057],"genre_scores_gemma":[0.9905021,0.0001799387,0.004208693,0.003489345,0.0008984037,0.000230171,0.0001154534,0.0001109372,0.0002649873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.221619,"threshold_uncertainty_score":0.9999862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1020991043217392,"score_gpt":0.4359380849150955,"score_spread":0.3338389805933563,"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."}}