{"id":"W2586425736","doi":"10.1002/aet2.10028","title":"Clinical Performance Feedback to Paramedics: What They Receive and What They Need","year":2017,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Innovations in Medical Education","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University","funders":"McMaster University","keywords":"Thematic analysis; Perception; Psychology; Health care; Coding (social sciences); Mental health; Qualitative research; Applied psychology; Medicine; Medical education; Psychotherapist","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":[0.02060936,0.0004102659,0.0007502385,0.000982657,0.003071178,0.004237963,0.001006452,0.003160477,0.004176243],"category_scores_gemma":[0.1175141,0.0004583007,0.0005081669,0.0007433419,0.001500414,0.003953294,0.002709954,0.003099548,0.001125285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004334616,"about_ca_system_score_gemma":0.008097207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004229317,"about_ca_topic_score_gemma":0.004920481,"domain_scores_codex":[0.9789963,0.0128948,0.001611705,0.0008694116,0.0031626,0.002465162],"domain_scores_gemma":[0.9378532,0.0297853,0.008900656,0.001319414,0.01285049,0.009290954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008444064,0.0007425792,0.2322727,0.005839073,0.00009272211,0.003532274,0.3984675,0.000466287,0.004081842,0.001348531,0.0251013,0.3272108],"study_design_scores_gemma":[0.0001278839,0.002594188,0.1956833,0.009176264,0.00008683381,0.002847811,0.7276719,0.0009711014,0.001844716,0.002458979,0.0562625,0.0002746246],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8932797,0.007062377,0.006204446,0.08216499,0.000614667,0.0006504563,0.0005434505,0.0002960844,0.009183789],"genre_scores_gemma":[0.9790652,0.004245162,0.006603186,0.007529089,0.0002867162,0.0005424385,0.0001858375,0.00006897339,0.001473343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02060936,"threshold_uncertainty_score":0.108994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0675601285960592,"score_gpt":0.4079202317206423,"score_spread":0.3403601031245831,"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."}}