{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002582736,0.0006320848,0.0006367008,0.000758883,0.0008749306,0.00109969,0.0004932134,0.0008251483,0.007326127],"category_scores_gemma":[0.004711338,0.000374587,0.0007689327,0.000237226,0.0005507179,0.001202767,0.0007574651,0.001107972,0.001579123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003342241,"about_ca_system_score_gemma":0.001132608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001498379,"about_ca_topic_score_gemma":0.00250655,"domain_scores_codex":[0.9990716,0.0003755576,0.00006834003,0.000113001,0.0001693345,0.0002021235],"domain_scores_gemma":[0.9970331,0.001410407,0.0001925034,0.000196192,0.000655984,0.0005117519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.01731575,0.4064522,0.1894049,0.01021249,0.0006819556,0.005349942,0.03835277,0.0006987085,0.02503892,0.001782482,0.01230948,0.2924004],"study_design_scores_gemma":[0.00791191,0.5220106,0.3503917,0.001628292,0.001835373,0.00334491,0.05088238,0.003740964,0.01325326,0.0009176627,0.0438854,0.0001976059],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993632,0.000218193,0.0004816012,0.0001006285,0.00004827174,0.003887686,0.0001857011,0.00002755708,0.001418224],"genre_scores_gemma":[0.9809275,0.0008654048,0.004705412,0.0005478687,0.00007431791,0.008643525,0.0002665735,0.00002209516,0.003947292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007326127,"threshold_uncertainty_score":0.02450836,"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."}}