{"id":"W4413804249","doi":"10.1080/10410236.2025.2546527","title":"Labels, Language, and Other Strategies to Improve Communication About Lower Grade Ductal Carcinoma in Situ: Theoretical Review","year":2025,"lang":"en","type":"article","venue":"Health Communication","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network; Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"Canadian Cancer Society","keywords":"Breast cancer; Ductal carcinoma; Medicine; Interpersonal communication; Anxiety; Cancer; Carcinoma in situ; Gynecology; Psychology; Internal medicine; Psychiatry; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002047718,0.0002862896,0.0006160862,0.0003110201,0.001183212,0.00003775565,0.001258818,0.0002583531,0.0001094398],"category_scores_gemma":[0.0007630771,0.0002876596,0.00005564543,0.000853661,0.0003198608,0.0002868988,0.001091812,0.001592168,0.00008776792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007066027,"about_ca_system_score_gemma":0.001194968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005929798,"about_ca_topic_score_gemma":0.007362787,"domain_scores_codex":[0.9914783,0.005512249,0.001597707,0.0004442265,0.0002853285,0.000682151],"domain_scores_gemma":[0.9932098,0.001661182,0.0005539359,0.003977937,0.0003345891,0.0002625337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002297224,0.0005238912,0.05556932,0.01121495,0.00003969967,0.000001605849,0.06517698,0.000009259878,0.0003366273,0.8317869,0.017716,0.01739508],"study_design_scores_gemma":[0.008007692,0.0009000502,0.4689021,0.06943267,0.0001479392,0.00001467767,0.1552649,0.002347385,0.0001201041,0.05927011,0.23362,0.001972391],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2230114,0.4731969,0.0002634993,0.2628865,0.0005257264,0.009887755,0.0001045337,0.0003932968,0.0297304],"genre_scores_gemma":[0.9277975,0.02878897,0.0035502,0.03789921,0.00002582707,0.001546937,0.0001572805,0.00004232297,0.0001917792],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7725168,"threshold_uncertainty_score":0.9999576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08554336650965354,"score_gpt":0.4530331383036065,"score_spread":0.3674897717939529,"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."}}