{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01823661,0.0009867215,0.001317906,0.001385922,0.01455608,0.01936162,0.003258704,0.02305015,0.01201239],"category_scores_gemma":[0.1008912,0.0004770876,0.0008522024,0.001105253,0.02334416,0.01781352,0.004953513,0.0559066,0.008272639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006411982,"about_ca_system_score_gemma":0.00809507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01180653,"about_ca_topic_score_gemma":0.02677931,"domain_scores_codex":[0.9747849,0.01432935,0.00133973,0.001894147,0.005957995,0.001693912],"domain_scores_gemma":[0.8695778,0.08384959,0.005094463,0.003293753,0.03008874,0.008095729],"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":[0.00003569391,0.00001300815,0.0001706138,0.0001761101,0.0000125188,0.0001556354,0.003598632,0.0000263599,0.00009970948,0.01712738,0.9690045,0.009579754],"study_design_scores_gemma":[0.00001364123,0.00003688184,0.0003193375,0.00135206,0.00001254907,0.000448938,0.008581351,0.00007592479,0.0001585529,0.02584168,0.9631005,0.00005858101],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00008913065,0.003014883,0.0002451136,0.9683008,0.02679207,0.00000271205,0.00001188353,0.00001698036,0.00152642],"genre_scores_gemma":[0.005833116,0.003826938,0.0007164736,0.9465867,0.03757766,0.00001858192,0.0000238986,0.0001200211,0.005296505],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02305015,"threshold_uncertainty_score":0.09644556,"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."}}