{"id":"W2738727114","doi":"10.2196/mhealth.8231","title":"Photoaging Mobile Apps as a Novel Opportunity for Melanoma Prevention: Pilot Study","year":2017,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Skin Protection and Aging","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photoaging; Skin cancer; Medicine; Attractiveness; Sunbathing; Melanoma; Dermatology; Gerontology; Cancer; Psychology; Internal medicine","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"],"consensus_categories":[],"category_scores_codex":[0.001017504,0.0001641723,0.0003606074,0.000108081,0.00131368,0.00007255255,0.0001073855,0.00004641398,0.00008313716],"category_scores_gemma":[0.0001529994,0.0001449263,0.00004825097,0.00005824151,0.00005786887,0.0001274176,0.00005722002,0.0002727075,0.000009164047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000840408,"about_ca_system_score_gemma":0.0006590254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006443661,"about_ca_topic_score_gemma":0.00009882121,"domain_scores_codex":[0.9985601,0.00005073454,0.0003706536,0.0003904024,0.0002068553,0.0004213008],"domain_scores_gemma":[0.9983195,0.00005170455,0.0003226258,0.0005010836,0.00009212127,0.0007129307],"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":[0.01253629,0.02395677,0.2198741,0.0155593,0.0004027433,0.0001561512,0.01267932,0.000003026288,0.002248865,0.002976752,0.008827111,0.7007796],"study_design_scores_gemma":[0.0353005,0.05658655,0.8201289,0.001038094,0.0004171222,0.0007473857,0.01102032,0.001347953,0.000359739,0.001791531,0.07048139,0.000780538],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875939,0.0002435638,0.000686631,0.002456949,0.000347596,0.005187268,0.00001224309,0.0001060214,0.003365751],"genre_scores_gemma":[0.9938496,0.000104984,0.0006177159,0.001643709,0.0003835874,0.00120904,0.00001400199,0.0000265564,0.00215084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.699999,"threshold_uncertainty_score":0.9999865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1942692216874201,"score_gpt":0.4582867487020397,"score_spread":0.2640175270146196,"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."}}