{"id":"W3099718502","doi":"10.1016/j.pec.2020.11.017","title":"Reinventing the wheel: The incidence and cost implication of duplication of effort in patient education materials development","year":2020,"lang":"en","type":"article","venue":"Patient Education and Counseling","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Cancer Care Ontario; University of Toronto; Canada Research Chairs; Princess Margaret Cancer Centre","funders":"","keywords":"Context (archaeology); Adaptation (eye); Process (computing); Meaning (existential); Cost sharing; Resource (disambiguation); Business; Medicine; Psychology; Medical education; Operations management; Computer science; Nursing; Engineering; History","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"],"consensus_categories":[],"category_scores_codex":[0.0542547,0.0008311741,0.0005780055,0.005332395,0.004086011,0.005461509,0.004040997,0.004199652,0.01724129],"category_scores_gemma":[0.2158556,0.001023337,0.001627823,0.003830722,0.003238685,0.007626957,0.005729293,0.005302544,0.002635052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0129196,"about_ca_system_score_gemma":0.02871924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01331403,"about_ca_topic_score_gemma":0.02600212,"domain_scores_codex":[0.9231143,0.03784532,0.005365235,0.002677448,0.02716008,0.00383766],"domain_scores_gemma":[0.6867526,0.1818073,0.05336951,0.02344926,0.03195219,0.02266909],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005554938,0.001853831,0.2058646,0.0009311539,0.0001310332,0.002220424,0.005522132,0.001442729,0.00147135,0.006999014,0.02250042,0.7505077],"study_design_scores_gemma":[0.0004637305,0.007157376,0.6418187,0.01323551,0.0007884816,0.03829073,0.0717703,0.02718494,0.007626678,0.03460781,0.1563499,0.0007058742],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8180053,0.008002091,0.02326599,0.09593287,0.001676721,0.001551081,0.0006096207,0.0008768258,0.05007962],"genre_scores_gemma":[0.9539487,0.002016075,0.02666401,0.009500658,0.0004400114,0.0004002141,0.0002215857,0.0002580723,0.006550724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9457453,"threshold_uncertainty_score":0.2869297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03585891961253107,"score_gpt":0.3859235792373675,"score_spread":0.3500646596248364,"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."}}