{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02131121,0.001228816,0.0006709056,0.00246917,0.007921804,0.01498434,0.002861749,0.003234403,0.02726923],"category_scores_gemma":[0.08793088,0.0005966014,0.001031509,0.001713781,0.02400169,0.02182497,0.007368417,0.009876684,0.01878147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002863874,"about_ca_system_score_gemma":0.006219842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003172313,"about_ca_topic_score_gemma":0.004476324,"domain_scores_codex":[0.9724946,0.01482303,0.001588804,0.003397239,0.006884417,0.0008119245],"domain_scores_gemma":[0.9454766,0.02278799,0.0027938,0.01732013,0.01009384,0.001527634],"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":[0.00004144713,0.00002461112,0.0003686108,0.0004294901,0.00003879731,0.0004474346,0.0336769,0.0003241252,0.000964393,0.4843162,0.3241826,0.1551855],"study_design_scores_gemma":[0.000004633521,0.00001398335,0.0000830084,0.0004293168,0.00001134034,0.0002359789,0.004842392,0.0001721446,0.0004472752,0.08206009,0.9116743,0.00002553942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.006712893,0.0238075,0.138833,0.2280491,0.06781447,0.0002188984,0.0004002456,0.002512004,0.5316519],"genre_scores_gemma":[0.314667,0.02586227,0.1183347,0.06007588,0.02651697,0.0006042412,0.0006358026,0.007651141,0.445652],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02726923,"threshold_uncertainty_score":0.1127058,"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."}}