{"id":"W4400742227","doi":"10.31662/jmaj.2024-0023","title":"Crafting Informative Titles in Medical Articles to Enhance the Comprehension of the Study Findings","year":2024,"lang":"en","type":"article","venue":"JMA Journal","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Jichi Medical University; University of Toronto","keywords":"Theme (computing); Comprehension; Computer science; Psychology; World Wide Web","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001243797,0.00005021055,0.00007847391,0.0000624039,0.0002634689,0.0003394654,0.0002603724,0.0000235717,0.000535174],"category_scores_gemma":[0.0003268486,0.0000233988,0.00003804243,0.0000790035,0.00007165592,0.0002786821,0.00009723057,0.0006526019,0.0000225312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002051417,"about_ca_system_score_gemma":0.00005228947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009774389,"about_ca_topic_score_gemma":0.0003076085,"domain_scores_codex":[0.999092,0.00008464916,0.000281058,0.00005009383,0.0003741324,0.0001180844],"domain_scores_gemma":[0.9995257,0.0002867387,0.00004651152,0.0000576515,0.00004800024,0.00003539084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001593826,0.00006604782,0.01013879,0.00004365181,0.0000394493,0.0000210492,0.882602,0.00006324496,0.0001726659,0.01311273,0.0568167,0.03690773],"study_design_scores_gemma":[0.0004417902,0.0002359259,0.04803303,0.003619224,0.00004340988,0.0001645378,0.4235887,0.005836166,0.0008327927,0.003969155,0.5129507,0.0002845771],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832134,0.0002161545,0.00001594725,0.007467668,0.0004051382,0.00008217212,0.000001669826,0.00001186421,0.008586039],"genre_scores_gemma":[0.9982424,0.000007219043,0.000008487427,0.0005487324,0.0005308249,0.000002221128,1.090208e-7,0.000004439712,0.0006555517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4590133,"threshold_uncertainty_score":0.585978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02749422130936923,"score_gpt":0.3019459570922709,"score_spread":0.2744517357829017,"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."}}