{"id":"W4366992818","doi":"10.1016/j.jsurg.2023.03.003","title":"Defining Cognitive Competencies for Breast Augmentation Surgery","year":2023,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"Pacific Salmon Foundation; American Society of Echocardiography; Plastic Surgery Foundation","keywords":"Cognition; Medicine; Breast surgery; Psychology; Breast cancer; Internal medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003715677,0.0003188049,0.0001919493,0.0009890792,0.00133528,0.002520434,0.0008681269,0.000802989,0.003692162],"category_scores_gemma":[0.01868495,0.0001518509,0.0004053166,0.0004007956,0.001593065,0.001708859,0.003238017,0.001838418,0.0005320018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003322985,"about_ca_system_score_gemma":0.01055599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006213502,"about_ca_topic_score_gemma":0.0147496,"domain_scores_codex":[0.9979621,0.0007543166,0.0001304124,0.0001084369,0.0005499002,0.0004948542],"domain_scores_gemma":[0.9898835,0.004164444,0.001490968,0.0003928261,0.001808732,0.002259552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001816248,0.004008737,0.4181285,0.0008024531,0.00006427903,0.001137421,0.05204126,0.003301333,0.002267964,0.05037104,0.01361031,0.4540851],"study_design_scores_gemma":[0.0001062239,0.001599446,0.6849203,0.004156464,0.0001282942,0.002848451,0.1256359,0.007692646,0.01045769,0.07745259,0.08479378,0.0002082234],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8795142,0.0008466827,0.0111269,0.006434889,0.0001016513,0.0004001697,0.0001149709,0.00006983387,0.1013907],"genre_scores_gemma":[0.9869153,0.0003811781,0.01001378,0.0004372859,0.0000101684,0.000134074,0.00007923358,0.000007147744,0.002021807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006213502,"threshold_uncertainty_score":0.02411008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03094518113700133,"score_gpt":0.3240053155229063,"score_spread":0.293060134385905,"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."}}