{"id":"W4381333225","doi":"10.5334/pme.1073","title":"The Art of Revising","year":2023,"lang":"en","type":"article","venue":"Perspectives on Medical Education","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"CLARITY; Craft; Section (typography); Computer science; Key (lock); Feature (linguistics); Data science; Linguistics; Visual arts; Art; Computer security","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"],"consensus_categories":[],"category_scores_codex":[0.002801361,0.00005254195,0.00007144367,0.0001023194,0.0005800807,0.00005014388,0.000263233,0.00006497141,0.0003761069],"category_scores_gemma":[0.03296924,0.00003980433,0.00004113693,0.0008378963,0.0005113428,0.0001634113,0.00001818848,0.0001999305,0.0003396159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000261353,"about_ca_system_score_gemma":0.001936743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002357067,"about_ca_topic_score_gemma":0.000109254,"domain_scores_codex":[0.9982004,0.0004587343,0.0001582406,0.0001738205,0.0008328325,0.0001759561],"domain_scores_gemma":[0.9979399,0.001327508,0.0001370061,0.0001915218,0.0002862251,0.0001177912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002266336,0.0003054294,0.001494204,0.000008430203,0.00001787822,2.050351e-7,0.1435419,0.000002484662,0.00004360106,0.5651698,0.04375393,0.2456395],"study_design_scores_gemma":[0.00006628205,0.0000405814,0.01373876,0.00007976304,0.000009897391,5.592845e-7,0.3671689,0.00005016989,0.00005480832,0.02389307,0.594823,0.00007414063],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1380771,0.0008347979,0.0001747546,0.1610735,0.003105431,0.0003717047,5.024576e-7,0.0001269731,0.6962352],"genre_scores_gemma":[0.9887322,0.003545218,0.0002291871,0.0002857193,0.0009638346,0.0000494547,0.000003352035,0.000008616643,0.006182476],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.850655,"threshold_uncertainty_score":0.9751765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0290458015125086,"score_gpt":0.4727760331800742,"score_spread":0.4437302316675656,"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."}}