{"id":"W4410188644","doi":"10.1007/s40670-025-02402-y","title":"Twelve Tips to Train Medical Students to Manage Their Uncertainty and to Provide Reassurance to Patients and Their Caregivers","year":2025,"lang":"en","type":"article","venue":"Medical Science Educator","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"University College Dublin; Irish Research eLibrary","keywords":"Medical education; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002689784,0.0002498235,0.000500155,0.0002930073,0.0002203282,0.0001136023,0.0008999676,0.0001398473,0.0001639623],"category_scores_gemma":[0.1365092,0.0001633368,0.00005321593,0.001526661,0.0005487544,0.00006012756,0.0007653522,0.0003112122,0.00006273107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002373469,"about_ca_system_score_gemma":0.001339219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007704353,"about_ca_topic_score_gemma":0.0003526601,"domain_scores_codex":[0.9956631,0.00007671625,0.0004128713,0.000990416,0.002147085,0.0007098239],"domain_scores_gemma":[0.9908905,0.002815985,0.00003981526,0.000450834,0.0002152454,0.005587617],"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":[0.00031394,0.001011931,0.2165871,0.00006463178,0.00004599151,0.00006439054,0.0143153,0.000002647845,0.0001226814,0.0002017783,0.06723109,0.7000386],"study_design_scores_gemma":[0.002290108,0.001253109,0.8908662,0.005050114,0.00004453355,0.00002228037,0.00560494,0.00009109429,0.0003341091,0.0001697576,0.09385733,0.0004164198],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8932121,0.00005566446,0.00027735,0.1034162,0.001030895,0.00113716,0.00002096716,0.00004375248,0.000805927],"genre_scores_gemma":[0.9525291,0.00002708896,0.0003726796,0.0461163,0.0001973115,0.00013207,0.000004346371,0.00001156003,0.0006095875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6996221,"threshold_uncertainty_score":0.8707644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01197152146385877,"score_gpt":0.353963015404356,"score_spread":0.3419914939404972,"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."}}