{"id":"W4213047843","doi":"10.2196/36908","title":"Digital Technology in Skin Cancer Prevention and Early Detection","year":2022,"lang":"en","type":"article","venue":"Iproceedings","topic":"Skin Protection and Aging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Harry J. Lloyd Charitable Trust","keywords":"Sunburn; Psychological intervention; Skin cancer; Teledermatology; Medicine; Intervention (counseling); Baseline (sea); Randomized controlled trial; Internet privacy; Cancer; Family medicine; Telemedicine; Nursing; Computer science; Health care; Surgery; 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":[0.001644517,0.0002607291,0.0003638506,0.001500912,0.0007448196,0.002954837,0.000352815,0.001434306,0.0210218],"category_scores_gemma":[0.004760436,0.0001338188,0.0003358741,0.00148093,0.001399394,0.002027002,0.001410246,0.001336399,0.002063514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001506649,"about_ca_system_score_gemma":0.001690814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002359281,"about_ca_topic_score_gemma":0.002066242,"domain_scores_codex":[0.9987645,0.0006513339,0.00007090206,0.0001006714,0.0002784205,0.0001341224],"domain_scores_gemma":[0.9958269,0.002899268,0.0003952216,0.0001236165,0.0003552872,0.0003996396],"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":[0.0000981411,0.0002919062,0.01131017,0.003750726,0.00004665796,0.0003592741,0.001496627,0.0004730514,0.0005457405,0.07584663,0.04978469,0.8559964],"study_design_scores_gemma":[0.00006152426,0.0006520832,0.0328837,0.01098647,0.0001158841,0.001903522,0.003375863,0.000598987,0.001190063,0.05010005,0.8980759,0.00005594085],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.02308332,0.666444,0.002722667,0.0705037,0.003347159,0.0001503234,0.0002805073,0.0001085771,0.2333597],"genre_scores_gemma":[0.338035,0.6088774,0.004175052,0.007919378,0.002647297,0.0002069046,0.0001510026,0.00002574193,0.03796209],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0210218,"threshold_uncertainty_score":0.07032496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008944201474806372,"score_gpt":0.2612976301262654,"score_spread":0.2523534286514591,"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."}}