{"id":"W4411452834","doi":"10.3390/ime4020022","title":"From Uncertainty to Confidence: Peer-Led Research and the Formation of Medical Academic Identity","year":2025,"lang":"en","type":"article","venue":"International Medical Education","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mentorship; Psychology; Medical education; Competence (human resources); Self-efficacy; Medicine; Social psychology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01172285,0.00007953715,0.0002300343,0.0003580164,0.00009291196,0.00003401731,0.0005622544,0.0002956147,0.001627509],"category_scores_gemma":[0.3676442,0.00005134271,0.00003957009,0.0005132476,0.0006954447,0.0001943536,0.0002255041,0.001242987,0.00004934745],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003244232,"about_ca_system_score_gemma":0.01598627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004430597,"about_ca_topic_score_gemma":0.0002076062,"domain_scores_codex":[0.9917736,0.0002897504,0.0005860755,0.0002191207,0.006780568,0.0003508606],"domain_scores_gemma":[0.9893866,0.00377674,0.0001145942,0.0003350182,0.002598154,0.003788939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002135094,0.0004524796,0.001900684,0.0003204858,0.0000948809,0.00001056466,0.003781742,8.152967e-7,0.0002149687,0.2354204,0.379212,0.3764558],"study_design_scores_gemma":[0.01498566,0.0005575764,0.03530779,0.01058967,0.00008798439,0.0001106494,0.01078824,0.03122149,0.001735135,0.2737504,0.6206241,0.0002413641],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2839794,0.0003650541,0.003863314,0.7062902,0.00112714,0.0005525541,0.000007249085,0.00001293629,0.003802163],"genre_scores_gemma":[0.9692139,0.001096406,0.0001064451,0.02634911,0.001100295,0.0001394836,0.00009875129,0.000005087036,0.001890537],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6852345,"threshold_uncertainty_score":0.9992852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1487269763070995,"score_gpt":0.5996221321323983,"score_spread":0.4508951558252988,"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."}}