{"id":"W4417486535","doi":"10.1016/j.jpra.2025.12.022","title":"Quality and accessibility of online patient self-education resources for breast reconstruction","year":2025,"lang":"en","type":"article","venue":"JPRAS Open","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Alberta; Queen's University","funders":"","keywords":"Visibility; Breast reconstruction; Quality (philosophy); MEDLINE; Quality management; Rank (graph theory)","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":[0.005502162,0.0001856375,0.000432951,0.005091838,0.0002371486,0.002243302,0.0003964217,0.000313073,0.004993227],"category_scores_gemma":[0.05705362,0.0001061328,0.0006083226,0.004174627,0.0002821755,0.00220934,0.001272657,0.0003398768,0.0006959295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005974658,"about_ca_system_score_gemma":0.0009933388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003286297,"about_ca_topic_score_gemma":0.005035944,"domain_scores_codex":[0.9952864,0.001932642,0.000913106,0.0002323184,0.001379226,0.0002562309],"domain_scores_gemma":[0.9065447,0.06880836,0.01550909,0.001742961,0.006038486,0.001356363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009915091,0.0002143632,0.7198783,0.003596668,0.0003482902,0.0003151556,0.003205968,0.00082498,0.001155064,0.0003687449,0.005619427,0.2634815],"study_design_scores_gemma":[0.00007556257,0.000665972,0.9683884,0.001867719,0.0004384311,0.001588712,0.00518121,0.002689338,0.00297348,0.0007595941,0.01528977,0.00008183221],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771285,0.006041801,0.0008990562,0.001495949,0.00002766524,0.0001180442,0.006198192,0.0001900707,0.007900736],"genre_scores_gemma":[0.9929061,0.001561627,0.001792837,0.0001633024,0.00003806522,0.00004040777,0.002968792,0.0000383544,0.0004904293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005502162,"threshold_uncertainty_score":0.02909857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07477097277025349,"score_gpt":0.5239570722828042,"score_spread":0.4491860995125507,"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."}}