{"id":"W2900188146","doi":"10.2196/formative.9935","title":"The iPrevent Online Breast Cancer Risk Assessment and Risk Management Tool: Usability and Acceptability Testing","year":2018,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; National Breast Cancer Foundation; National Health and Medical Research Council; Peter MacCallum Cancer Centre; Cancer Research UK","keywords":"Usability; Worry; Risk perception; Medicine; Anxiety; Breast cancer; System usability scale; Descriptive statistics; Family medicine; Cancer; Perception; Psychology; Heuristic evaluation; Internal medicine; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.002416643,0.0001245218,0.0001009343,0.00003884018,0.0009610256,0.0001163132,0.0002159553,0.00006635945,0.00004547964],"category_scores_gemma":[0.0001924683,0.00008685151,0.00002990837,0.0002298551,0.0009697243,0.0000203901,0.0007508943,0.000320886,0.00000306872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000249584,"about_ca_system_score_gemma":0.0001782514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002769075,"about_ca_topic_score_gemma":0.000654058,"domain_scores_codex":[0.9981174,0.0005615265,0.0002420642,0.0003785209,0.0003361243,0.0003643224],"domain_scores_gemma":[0.9986079,0.0002279552,0.0001037686,0.0004674102,0.0005151897,0.00007776686],"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":[0.0001006398,0.0001353536,0.4573592,0.00006487934,0.0001416413,2.901185e-7,0.000637781,0.00001202751,0.0004936745,0.00008255723,0.001503551,0.5394685],"study_design_scores_gemma":[0.0003384084,0.0002714981,0.9831223,0.00001803216,0.00001540715,0.000005447175,0.001478944,0.001524737,0.0008112889,0.001185701,0.01111417,0.0001140325],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964536,0.0004239824,0.0004244989,0.0004299438,0.00007920018,0.0006725278,0.0003843842,0.000009014318,0.001122875],"genre_scores_gemma":[0.9932367,0.002832988,0.003225057,0.00002207933,0.000195767,0.0003682331,0.00001397185,0.00001180926,0.00009340863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5393544,"threshold_uncertainty_score":0.7391529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0399023293318892,"score_gpt":0.4322380730661654,"score_spread":0.3923357437342762,"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."}}