{"id":"W4415723545","doi":"10.3389/fcomm.2025.1624452","title":"Trapped in an information provision gap? A scoping review of (unmet) information needs, preferences, and behaviors among long-term cancer survivors","year":2025,"lang":"en","type":"article","venue":"Frontiers in Communication","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bundesministerium für Gesundheit","keywords":"Information needs; Ethnic group; Cancer; Information seeking; Health information; Medical information; Information seeking behavior; Information system; Health care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003384434,0.000142724,0.0004030057,0.0007339497,0.0002731388,0.00003562016,0.0003948531,0.0002302969,0.00004028644],"category_scores_gemma":[0.0003627011,0.000136967,0.00002746859,0.001119457,0.0000956659,0.008601458,0.0001551522,0.0006185837,0.000002501944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003214051,"about_ca_system_score_gemma":0.0005898333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003189142,"about_ca_topic_score_gemma":0.00585667,"domain_scores_codex":[0.9957761,0.001082348,0.002575536,0.00008978814,0.0002223094,0.0002539516],"domain_scores_gemma":[0.9975573,0.0001641858,0.001172049,0.0006605195,0.0003758594,0.00007004262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005166759,0.00003504147,0.8433105,0.01903893,0.000002410327,9.695869e-9,0.01284527,0.000008511857,6.170429e-7,0.0001335419,0.0002572707,0.1243163],"study_design_scores_gemma":[0.0008370386,0.00003027503,0.9073658,0.08189844,0.0000136124,6.153683e-8,0.005805201,0.003327311,0.000009185944,0.0001824817,0.0003949517,0.0001356246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744582,0.01178264,0.006681334,0.0004295618,0.0003814233,0.004282308,0.00002836314,0.00004806049,0.001908178],"genre_scores_gemma":[0.9391203,0.05464931,0.002809451,0.001560229,0.000006523038,0.0009708214,0.0008625841,0.000005270853,0.00001552623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1241806,"threshold_uncertainty_score":0.6235849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04743511069215214,"score_gpt":0.4481421976900893,"score_spread":0.4007070869979372,"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."}}