{"id":"W4412553451","doi":"10.1080/0142159x.2025.2523466","title":"A lifeline for the craft of writing: A response to Masters’ Artificial Intelligence and the Death of the Academic Author","year":2025,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; University of Toronto","funders":"","keywords":"Craft; Psychology; Medical education; Mathematics education; Visual arts; Medicine; 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":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01333348,0.001598092,0.001193235,0.001101686,0.02439936,0.0131907,0.002887005,0.01828362,0.02563726],"category_scores_gemma":[0.09672904,0.0008814356,0.001288594,0.000942951,0.01278862,0.01151144,0.009584357,0.05260469,0.01519679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007339709,"about_ca_system_score_gemma":0.01332231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005109023,"about_ca_topic_score_gemma":0.01318438,"domain_scores_codex":[0.9816844,0.006575448,0.001405293,0.001441094,0.006848106,0.002045681],"domain_scores_gemma":[0.9189945,0.02887221,0.005293905,0.002950184,0.02121408,0.02267505],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001301333,0.0000167891,0.0001477653,0.00003847931,0.000003598978,0.0003670907,0.004571198,0.00002347187,0.0000786481,0.0012885,0.9892796,0.004171778],"study_design_scores_gemma":[0.000008787287,0.00003247846,0.0002699914,0.0001947431,0.000004106392,0.0009041799,0.01296053,0.00008741413,0.00008962204,0.002140279,0.9832746,0.0000332177],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009260321,0.001477415,0.0004243912,0.9589957,0.03336189,0.00002022329,0.00002757538,0.0001181352,0.004648695],"genre_scores_gemma":[0.02086801,0.003293478,0.0018037,0.8786273,0.01933183,0.00007546372,0.00007980818,0.0004296369,0.07549076],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9868093,"threshold_uncertainty_score":0.08576518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1904497455086443,"score_gpt":0.47386851158183,"score_spread":0.2834187660731857,"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."}}