{"id":"W3036737880","doi":"10.1093/asj/sjaa172","title":"Insta-Grated Plastic Surgery Residencies: 2020 Update","year":2020,"lang":"en","type":"article","venue":"Aesthetic Surgery Journal","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Social media; Curriculum; Plastic surgery; Promotion (chess); Medical education; Family medicine; Surgery; Psychology; Pedagogy","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":[0.003356596,0.0001944117,0.0005007669,0.0001927516,0.001175203,0.0002530737,0.0002961173,0.000185536,0.00113928],"category_scores_gemma":[0.01355728,0.0001969111,0.0002573363,0.001457049,0.0003900248,0.0004584391,0.00002730691,0.0005981458,0.0005622871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002960656,"about_ca_system_score_gemma":0.004529398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000623732,"about_ca_topic_score_gemma":0.000184193,"domain_scores_codex":[0.9957778,0.001262859,0.0008653471,0.0002911496,0.0009974801,0.0008053893],"domain_scores_gemma":[0.9855486,0.01218247,0.0005610484,0.0001612231,0.0003965646,0.001150091],"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":[0.0001581718,0.000128217,0.2018692,0.00003912863,0.00003685844,0.0004088217,0.03768548,0.00003266099,0.00001144433,0.0008080123,0.5509853,0.2078367],"study_design_scores_gemma":[0.0004427664,0.00009226521,0.04153053,0.0005332059,0.00009980029,0.001584538,0.02342706,0.0001211179,0.00007644998,0.002871888,0.9280611,0.001159329],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9042078,0.0008739037,0.00007430163,0.07903302,0.01494289,0.0002646299,0.000003316277,0.0001475815,0.0004526168],"genre_scores_gemma":[0.9926257,0.00364057,0.0001357754,0.001627621,0.001837838,0.00006200702,0.000008597137,0.00004071085,0.00002121365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3770758,"threshold_uncertainty_score":0.9997738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1328701648471629,"score_gpt":0.3430904966719968,"score_spread":0.2102203318248339,"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."}}