{"id":"W4417436448","doi":"10.1016/j.pec.2025.109460","title":"Expanding horizons: Introducing PEC Global","year":2025,"lang":"en","type":"article","venue":"Patient Education and Counseling","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Rehabilitation Institute; University Health Network","funders":"","keywords":"","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":[0.01097293,0.000506625,0.0002725186,0.001519725,0.002524436,0.01098651,0.001687349,0.004315956,0.07398219],"category_scores_gemma":[0.01712483,0.0003542435,0.0004883826,0.0009928723,0.00450544,0.01585618,0.01557553,0.007475311,0.00754642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002888744,"about_ca_system_score_gemma":0.01102347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001592872,"about_ca_topic_score_gemma":0.005495646,"domain_scores_codex":[0.9959688,0.001720925,0.0001192821,0.0003469344,0.0010111,0.000832895],"domain_scores_gemma":[0.9859912,0.003664124,0.0006147294,0.001318472,0.001804123,0.006607426],"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":[0.00005720927,0.0002965939,0.002802056,0.0002142485,0.00001411438,0.0004553444,0.002654211,0.0003732093,0.0003719563,0.2988717,0.2884433,0.405446],"study_design_scores_gemma":[0.00001645653,0.00005987594,0.001831411,0.0005648159,0.000009003204,0.0005402245,0.003813104,0.0003015026,0.0003270193,0.0988703,0.893647,0.00001935637],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0105045,0.008079328,0.01842975,0.3077933,0.009143391,0.00008724413,0.0001162344,0.0007513003,0.645095],"genre_scores_gemma":[0.3854825,0.01967835,0.0444445,0.2621591,0.01178448,0.0003089012,0.0004370336,0.001310709,0.2743944],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.07398219,"threshold_uncertainty_score":0.2474951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006719608680209974,"score_gpt":0.3586288745288002,"score_spread":0.3519092658485902,"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."}}