{"id":"W4285346972","doi":"10.2196/34264","title":"Assessing Information Available for Health Professionals and Potential Participants on Lung Cancer Screening Program Websites: Cross-sectional Study","year":2022,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cross-sectional study; Lung cancer; Health professionals; Medicine; Lung cancer screening; Family medicine; Environmental health; Psychology; Gerontology; Health care; Oncology; Pathology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004060687,0.000205924,0.0003379799,0.0002013279,0.005754048,0.0002249852,0.0001782055,0.0001072422,0.005379985],"category_scores_gemma":[0.0001502174,0.0001806492,0.00006242783,0.0003699157,0.00004017922,0.003360696,0.0002290351,0.0009016336,0.00003205124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000954873,"about_ca_system_score_gemma":0.002092496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007820633,"about_ca_topic_score_gemma":0.00009845165,"domain_scores_codex":[0.995458,0.0007249721,0.001853107,0.0003584125,0.000721162,0.0008843474],"domain_scores_gemma":[0.9974948,0.0002956006,0.001231264,0.0002532228,0.0004514853,0.0002736958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006022628,0.0004199653,0.9308283,0.001246466,0.00003898451,2.301811e-7,0.006663068,0.0009886619,0.000002509802,0.0000400366,0.03842367,0.02074579],"study_design_scores_gemma":[0.002571046,0.0003512523,0.8188974,0.0002576824,0.00001066714,5.012015e-7,0.004715561,0.04075898,0.000001945609,0.00001566135,0.1322243,0.0001950477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822316,0.0002538897,0.0009028244,0.001847581,0.002161484,0.01119961,0.0006769747,0.0002302017,0.0004958039],"genre_scores_gemma":[0.9325411,0.00002268769,0.0008984488,0.01604133,0.000446677,0.04808889,0.0002737963,0.00002507482,0.001661939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.111931,"threshold_uncertainty_score":0.9955403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1552480797521481,"score_gpt":0.587647003153139,"score_spread":0.4323989234009909,"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."}}