{"id":"W4412554070","doi":"10.1080/0142159x.2025.2523464","title":"Let’s consider what writing is good for before we hand it over to AI","year":2025,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Psychology; Medical education; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0008854355,0.0001435867,0.0002233486,0.00008621969,0.000209501,0.0004701922,0.000480721,0.0001442365,0.0004592218],"category_scores_gemma":[0.0004685325,0.0001186181,0.0001044242,0.000189433,0.00004455954,0.0003275583,0.0002487191,0.0003383259,0.00009160591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006714317,"about_ca_system_score_gemma":0.0001407187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004718789,"about_ca_topic_score_gemma":0.00002588239,"domain_scores_codex":[0.9983754,0.00007041365,0.0003058817,0.0004145129,0.0004582157,0.0003755483],"domain_scores_gemma":[0.9992591,0.0001244525,0.00004572017,0.0002991216,0.00009376404,0.0001778312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001127577,0.0001328821,0.008964229,0.0001854777,0.0001511255,0.0000508554,0.01733972,0.00002001898,0.0001438623,0.3629802,0.2182776,0.3917428],"study_design_scores_gemma":[0.0003337693,0.00006726287,0.000231185,0.001018731,0.000007404718,0.000005421502,0.0007010124,0.01514713,0.0004674961,0.001628143,0.9802429,0.0001495546],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01386173,0.0006350215,0.880319,0.0995611,0.001618047,0.0003472348,7.987562e-7,0.0001139942,0.003543062],"genre_scores_gemma":[0.6262805,0.0000238208,0.006158371,0.04009763,0.001299267,0.0001361184,0.000002403445,0.00003341467,0.3259684],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8741606,"threshold_uncertainty_score":0.5028157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03028518415888153,"score_gpt":0.335465456557314,"score_spread":0.3051802723984325,"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."}}