{"id":"W2949129918","doi":"10.2196/13376","title":"Development of Smartphone Apps for Skin Cancer Risk Assessment: Progress and Promise","year":2019,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Skin cancer; Smartphone application; Health care; Medicine; Population; Cancer screening; App store; Cancer; Internet privacy; Computer science; Environmental health; Multimedia; World Wide Web","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":[0.003532704,0.0009834662,0.000925955,0.002249382,0.0003457881,0.002265492,0.001340022,0.002270472,0.006444917],"category_scores_gemma":[0.01295424,0.0004261331,0.002217864,0.001034785,0.0005652458,0.004175791,0.00135365,0.002699904,0.003469906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000542017,"about_ca_system_score_gemma":0.001113467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00129313,"about_ca_topic_score_gemma":0.0018059,"domain_scores_codex":[0.9977857,0.0006541943,0.0002448391,0.0002453954,0.0009303635,0.0001395081],"domain_scores_gemma":[0.9900723,0.006863489,0.0006119313,0.0001827878,0.001979707,0.0002897141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001224035,0.0001198357,0.001819148,0.01664697,0.0001073363,0.0002547466,0.0004175782,0.0001366475,0.001748511,0.002535779,0.04734651,0.9287445],"study_design_scores_gemma":[0.00008255756,0.00067606,0.008242139,0.02441134,0.0006514689,0.003188565,0.000708108,0.0009392646,0.002750215,0.003854659,0.9543405,0.0001551558],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003943921,0.9663839,0.004488908,0.01095659,0.001568691,0.0002006111,0.0003930838,0.0004125359,0.01165179],"genre_scores_gemma":[0.01837431,0.9487004,0.01626137,0.008792697,0.00188865,0.000318572,0.000576544,0.00009807587,0.004989447],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006444917,"threshold_uncertainty_score":0.02156043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01042402950885759,"score_gpt":0.3068449461930381,"score_spread":0.2964209166841806,"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."}}