{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001488776,0.00008871314,0.0005417766,0.0003906441,0.00001267882,0.000009922967,0.00009601813,0.00006427006,0.0002025086],"category_scores_gemma":[0.0002765873,0.00008715387,0.0001218326,0.0009136302,0.0000492195,0.0001637472,0.00007592046,0.00008434203,0.0000148118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004134113,"about_ca_system_score_gemma":0.0002241878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003114915,"about_ca_topic_score_gemma":0.0004779907,"domain_scores_codex":[0.9988668,0.0001161412,0.0005017045,0.0001555311,0.0001995151,0.0001603095],"domain_scores_gemma":[0.998996,0.0002560747,0.0001190189,0.0002751599,0.0002951176,0.00005866811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001826207,0.0003883743,0.9944106,0.0001365512,0.0007506358,0.00007829523,0.0009481474,0.00002564806,0.00004383585,0.0003254098,0.002060807,0.0006491086],"study_design_scores_gemma":[0.002058935,0.00007037854,0.9851881,0.00001563802,0.0002055661,0.00003381361,0.0007542668,0.007055451,0.0002640297,0.00003207719,0.004252357,0.00006942246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969997,0.000050722,0.0007165154,0.001047481,0.00004504067,0.0005673759,0.0001628832,0.00002474651,0.0003855018],"genre_scores_gemma":[0.9964921,0.000002517307,0.0006130711,0.0003645686,0.00001007058,0.0002071477,0.002205565,0.000005694625,0.00009919573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009222502,"threshold_uncertainty_score":0.3554031,"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."}}