{"id":"W2938260330","doi":"10.2196/13844","title":"Patient Attitudes and Their Awareness Towards Skin Cancer–Related Apps: Cross-Sectional Survey","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ludwig-Maximilians-Universität München","keywords":"Cross-sectional study; Medicine; Cancer; Family medicine; Psychology; Pathology; 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":[0.000929916,0.0001490738,0.0003646095,0.0007280303,0.0004119989,0.0005749094,0.0001922149,0.0005123097,0.002163814],"category_scores_gemma":[0.00262729,0.0003104243,0.0003669857,0.0008567048,0.0002649454,0.0007473725,0.0004531954,0.0005988049,0.0003638515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002636213,"about_ca_system_score_gemma":0.0002720153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001654472,"about_ca_topic_score_gemma":0.001509443,"domain_scores_codex":[0.9993597,0.0001805028,0.0001011801,0.00007703665,0.0001725688,0.0001090621],"domain_scores_gemma":[0.9979393,0.0005454734,0.0008843422,0.00006606349,0.0002552101,0.0003095464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004907648,0.0001798528,0.9971403,0.00002931886,0.0000194133,0.00007819509,0.0007386159,0.0000182895,0.0001534769,0.00000953483,0.0001250193,0.001458925],"study_design_scores_gemma":[0.00001299191,0.0006585844,0.9946155,0.00002184092,0.0000278419,0.0006072318,0.003316422,0.000204419,0.00008890108,0.00001319206,0.0004232062,0.000009863053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993512,0.00008089904,0.0000328253,0.00004747209,0.000002596825,0.00001883761,0.0001466188,0.000001992637,0.000317567],"genre_scores_gemma":[0.9994961,0.00009706728,0.00007739742,0.00009010218,0.000005068806,0.00002285778,0.0001072551,7.950738e-7,0.0001033082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002163814,"threshold_uncertainty_score":0.007238746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09104846385797337,"score_gpt":0.4804567812635147,"score_spread":0.3894083174055413,"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."}}