{"id":"W4408219648","doi":"10.1245/s10434-025-17099-x","title":"ASO Visual Abstract: Microlearning in Complex Surgical Oncology—Proof of Concept and Impact on Surgical Skills Acquisition During Residency","year":2025,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Surgical oncology; Medicine; Proof of concept; Surgical procedures; Medical physics; General surgery; Oncology; Surgery; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003329481,0.0005469369,0.0003880001,0.0004875368,0.000406969,0.001287041,0.0009005573,0.001010138,0.06844751],"category_scores_gemma":[0.004383169,0.0001286821,0.000581337,0.0001914003,0.0006363461,0.0006263395,0.001189923,0.0012598,0.005860983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006391808,"about_ca_system_score_gemma":0.002779086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001626488,"about_ca_topic_score_gemma":0.002037482,"domain_scores_codex":[0.9991425,0.0001606513,0.00002657884,0.00009704988,0.0003985243,0.000174648],"domain_scores_gemma":[0.9950019,0.001071137,0.0002965799,0.0001845197,0.001971711,0.001474252],"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":[0.0211734,0.01271661,0.00921749,0.00319533,0.0002546736,0.0007536086,0.0005406511,0.003547366,0.1829813,0.003885997,0.1617182,0.6000153],"study_design_scores_gemma":[0.009917947,0.1493895,0.07463285,0.001855252,0.001064901,0.002138961,0.002157477,0.020587,0.4225615,0.006522652,0.30878,0.0003919379],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7348192,0.01011642,0.04760563,0.02175628,0.02100725,0.006072511,0.007330609,0.003614974,0.1476772],"genre_scores_gemma":[0.8551573,0.003875879,0.02148743,0.005061302,0.002623972,0.001210033,0.002642847,0.0004822212,0.107459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06844751,"threshold_uncertainty_score":0.2289797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03299243030020233,"score_gpt":0.3599929661795278,"score_spread":0.3270005358793254,"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."}}