{"id":"W4377103767","doi":"10.3390/jpm13050850","title":"Perceptions and Usability of PREVENTION: A Breast Cancer Risk Assessment e-Platform","year":2023,"lang":"en","type":"article","venue":"Journal of Personalized Medicine","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Jewish General Hospital; Université de Montréal; Université Laval; Université du Québec à Montréal; McGill University","funders":"Centre Hospitalier Universitaire de Québec; Université Laval","keywords":"Usability; Breast cancer; Medicine; Risk assessment; Computer science; Cancer; Internal medicine; Human–computer interaction; Computer security","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007016664,0.0001077665,0.0005007724,0.0002333864,0.0003924037,0.00000416288,0.0001168804,0.0001079677,0.008969278],"category_scores_gemma":[0.0006308319,0.00006854684,0.00009553563,0.0004425954,0.0002347803,0.0006746466,0.00004479317,0.0007457921,0.00001216291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002284906,"about_ca_system_score_gemma":0.0007972675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002145173,"about_ca_topic_score_gemma":0.00005847206,"domain_scores_codex":[0.996642,0.0004413241,0.002021606,0.0001097015,0.0005377129,0.0002476473],"domain_scores_gemma":[0.9962478,0.0005791489,0.001764544,0.000161203,0.0009842626,0.0002630244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003692083,0.0001055875,0.9159368,0.001517366,0.00008045738,0.000002037782,0.02277306,0.000006117029,0.0002578307,0.0005844436,0.01472514,0.04364198],"study_design_scores_gemma":[0.002957713,0.0002228766,0.9591513,0.00116032,0.00009016525,0.00002217312,0.01684205,0.001065913,0.000001145277,0.001275742,0.01715139,0.00005918726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861021,0.0002806677,0.001240596,0.009118595,0.0006897839,0.0004006012,0.0001506554,0.00002222745,0.001994791],"genre_scores_gemma":[0.9915515,0.003530941,0.001494086,0.001206908,0.0008046592,0.00003242028,0.0000149217,0.00000974248,0.001354853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04358279,"threshold_uncertainty_score":0.9919367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0804264373250821,"score_gpt":0.5173673080175888,"score_spread":0.4369408706925067,"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."}}