{"id":"W3163685844","doi":"10.2196/25720","title":"Analysis of Keywords Used in Internet Searches for Melanoma Information: Observational Study","year":2021,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Institutes of Health","keywords":"Melanoma; The Internet; Observational study; Medicine; Skin cancer; Ranking (information retrieval); Cancer; World Wide Web; Internet privacy; Computer science; Information retrieval; Internal medicine; Cancer research","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":[0.002693274,0.0002584388,0.000868419,0.004101559,0.0005539202,0.001378139,0.0005637925,0.0007174569,0.002164151],"category_scores_gemma":[0.02318991,0.0003989884,0.001235805,0.005809498,0.0003880685,0.002414719,0.001112888,0.0009198135,0.0007680887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007748515,"about_ca_system_score_gemma":0.0009418807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006816003,"about_ca_topic_score_gemma":0.006399302,"domain_scores_codex":[0.9964193,0.0008867218,0.001197331,0.0004439768,0.000754041,0.0002986928],"domain_scores_gemma":[0.9715244,0.01066793,0.0128598,0.0008794816,0.002963899,0.001104368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000175552,0.0001422979,0.9963896,0.0002728544,0.0000910606,0.00007956418,0.0005322044,0.00001666071,0.00008474282,0.00001768173,0.0002783517,0.00191942],"study_design_scores_gemma":[0.00002849817,0.0003090132,0.9945049,0.0001686091,0.0001852675,0.000687376,0.002885596,0.0002476449,0.0001019218,0.00003875082,0.0008245729,0.00001783382],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947249,0.001173142,0.0001459647,0.00006729476,0.000007002618,0.00014981,0.002896688,0.000008252084,0.0008268549],"genre_scores_gemma":[0.9960421,0.0007397118,0.0002456792,0.00008257659,0.00001453617,0.0001422399,0.00253887,0.000009735324,0.0001846687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006816003,"threshold_uncertainty_score":0.0142436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09266731699894319,"score_gpt":0.3766171316791348,"score_spread":0.2839498146801916,"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."}}