{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002728854,0.00009970971,0.0003057468,0.0001026846,0.0005056758,0.00004127537,0.000272086,0.0001527218,0.0002813755],"category_scores_gemma":[0.0007977627,0.00008208525,0.00003472884,0.0002569913,0.00005292077,0.00125346,0.0002837641,0.0002299854,0.000004460199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001611657,"about_ca_system_score_gemma":0.001201548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001059862,"about_ca_topic_score_gemma":0.0003026998,"domain_scores_codex":[0.9970415,0.0006232457,0.001757714,0.0002701068,0.0001081927,0.0001992461],"domain_scores_gemma":[0.9972411,0.0006034664,0.0009414653,0.0004166799,0.0007065499,0.00009068797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003953796,0.0003351619,0.4683126,0.002249036,0.00001565602,5.064908e-9,0.003911224,2.788281e-7,0.00002285856,0.00270003,0.00280781,0.51925],"study_design_scores_gemma":[0.0007475879,0.00004072591,0.9310915,0.0003499727,0.00001121976,5.629312e-7,0.005910253,0.0004057023,0.00002499637,0.005510925,0.05582535,0.00008116335],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973891,0.00006522809,0.000432652,0.002726629,0.0006530636,0.00292435,0.000417068,0.00004215636,0.01884789],"genre_scores_gemma":[0.9787964,0.00002623279,0.01608296,0.004005857,0.00007563096,0.0003180129,0.0001116828,0.000006175782,0.0005770666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5191689,"threshold_uncertainty_score":0.3889301,"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."}}