{"id":"W4412659710","doi":"10.1080/0142159x.2025.2532779","title":"Experiences of remediation in family medicine postgraduate education: An interpretative phenomenological analysis","year":2025,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; University of Toronto; McGill University; McGill University Health Centre; Centres Intégré Universitaires de Santé et de Services Sociaux","funders":"","keywords":"Interpretative phenomenological analysis; Medical education; Medicine; Psychology; Phenomenology (philosophy); Pedagogy; Family medicine; Sociology; Qualitative research; Epistemology; Social science; Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001473205,0.0001494246,0.0005468164,0.00105955,0.00003885326,0.000005511828,0.0002456485,0.0002378743,0.003053107],"category_scores_gemma":[0.005797947,0.0001103303,0.00006904033,0.003482064,0.0006846551,0.0001088884,0.00004338494,0.0005051792,0.000006835184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002026138,"about_ca_system_score_gemma":0.0007620926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001651655,"about_ca_topic_score_gemma":0.00002557638,"domain_scores_codex":[0.9976568,0.0002289825,0.0008384277,0.0003684754,0.0007008357,0.0002064861],"domain_scores_gemma":[0.9989446,0.00006525673,0.0001611068,0.0003712432,0.0003300248,0.0001276994],"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":[0.0004198343,0.005420362,0.3231227,0.0002288479,0.0008237921,0.00001975327,0.2273028,0.000007138031,0.0004053027,0.01843565,0.01402905,0.4097848],"study_design_scores_gemma":[0.004180586,0.001573121,0.324273,0.001658489,0.00139116,0.00001463173,0.5905256,0.06071309,0.0002017414,0.008804852,0.006157967,0.0005058363],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607427,0.0005050681,0.00304523,0.01105473,0.0006157981,0.0002893365,2.529584e-7,0.00004079409,0.02370607],"genre_scores_gemma":[0.9942899,0.00005580791,0.0009992818,0.002811643,0.0002154793,0.0001796466,0.0001388274,0.000007163987,0.001302302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4092789,"threshold_uncertainty_score":0.9978582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03182958182255182,"score_gpt":0.4098635106874349,"score_spread":0.3780339288648831,"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."}}