{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001134739,0.0001343206,0.0002469965,0.0001195285,0.000455842,0.0005801077,0.0001282431,0.0001342458,0.00006074199],"category_scores_gemma":[0.00172666,0.0001154196,0.00002948108,0.0000743733,0.0002033581,0.001314702,0.00004457804,0.0003443866,0.00004110484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004076237,"about_ca_system_score_gemma":0.0004473219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003376831,"about_ca_topic_score_gemma":0.00001293154,"domain_scores_codex":[0.9988216,0.00004135795,0.0003817466,0.000319868,0.0002183772,0.000217046],"domain_scores_gemma":[0.9987724,0.000116614,0.0001872992,0.0004659456,0.0002369217,0.0002207695],"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":[0.00003231598,0.0001102937,0.02466604,0.00004194622,0.00002302307,4.652084e-7,0.01982445,3.038969e-7,0.00001439624,0.0005402,0.001381892,0.9533647],"study_design_scores_gemma":[0.001108812,0.0002964218,0.8337911,0.001638892,0.0000835243,0.00009485793,0.1217244,0.0004968202,0.00003014869,0.0009454483,0.03957189,0.0002175705],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9513555,0.000502222,0.00003207639,0.04157149,0.003474138,0.0003504227,3.413725e-7,0.000030618,0.002683192],"genre_scores_gemma":[0.9787068,0.005095726,0.005155504,0.009198475,0.0009776083,0.00005800953,0.0000308126,0.00001854181,0.0007585253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9531471,"threshold_uncertainty_score":0.5593992,"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."}}