{"id":"W4382632512","doi":"10.1111/medu.15159","title":"Brace yourself: <i>Medical Education</i> is again being unleashed","year":2023,"lang":"en","type":"letter","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Flattery; Creativity; Relevance (law); Tact; Imitation; Sociology; Psychology; Aesthetics; Public relations; Media studies; Social psychology; Law; Political science; Art","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":[0.005842835,0.0006822739,0.0006763,0.001014622,0.008315275,0.01549396,0.001617189,0.00688324,0.02279038],"category_scores_gemma":[0.02902653,0.0004149016,0.0005313519,0.0007783274,0.01612401,0.01385556,0.006157396,0.01854675,0.01769037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00321248,"about_ca_system_score_gemma":0.005448112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005452493,"about_ca_topic_score_gemma":0.01011237,"domain_scores_codex":[0.9918861,0.003556582,0.0002478217,0.0007961625,0.00283661,0.0006766923],"domain_scores_gemma":[0.9866479,0.003495404,0.001067139,0.0009589425,0.003580558,0.004250117],"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":[0.00001976669,0.00001537099,0.0003027518,0.0001454859,0.000009148584,0.0001465213,0.008814584,0.0000118133,0.0003326995,0.01517097,0.9566195,0.01841136],"study_design_scores_gemma":[0.000004893164,0.00002496167,0.0003822688,0.0004236668,0.000005620606,0.0005770832,0.009821128,0.00004125252,0.0001990318,0.007035608,0.9814538,0.00003078688],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001342216,0.0115084,0.001383191,0.8865783,0.0630784,0.0000185682,0.00003838343,0.0002160043,0.03583648],"genre_scores_gemma":[0.04483937,0.01282117,0.002695149,0.7697591,0.0456076,0.00006078578,0.00007646585,0.0006926354,0.1234477],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02279038,"threshold_uncertainty_score":0.07624137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01127297192325471,"score_gpt":0.3464079838282305,"score_spread":0.3351350119049758,"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."}}