{"id":"W4385330153","doi":"10.2196/43749","title":"Exposure and Reactions to Cancer Treatment Misinformation and Advice: Survey Study","year":2023,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Misinformation; Psychosocial; Social media; Distress; Harm; Cancer; Curiosity; Psychology; Health communication; Medicine; Medical advice; Family medicine; Social psychology; Psychiatry; Clinical psychology; Communication; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003883519,0.00007641056,0.00009588766,0.0001090108,0.0003854044,0.0001232231,0.00004149076,0.00004082589,0.0002590765],"category_scores_gemma":[0.00006313875,0.0000643011,0.00001169586,0.0004840701,0.00003078185,0.0004466527,0.0000174587,0.00003592455,0.0000490905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001815064,"about_ca_system_score_gemma":0.0001552855,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03363189,"about_ca_topic_score_gemma":0.07090412,"domain_scores_codex":[0.9992819,0.00006991756,0.0001519724,0.00009901401,0.0002137148,0.0001834575],"domain_scores_gemma":[0.9995465,0.00005730507,0.00005646505,0.00008417269,0.00007990179,0.0001757004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00006217572,0.00007415917,0.1392555,0.00002328203,0.00005350682,9.377669e-7,0.6224324,0.0001444728,0.00003670913,0.0001562636,0.04231769,0.1954429],"study_design_scores_gemma":[0.0003955388,0.00009815918,0.7991089,0.00001410787,0.000007236253,1.70399e-7,0.02881145,0.00007354828,0.000009515522,0.00000660113,0.1713903,0.00008454146],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921689,0.00008544155,0.000002345196,0.001769189,0.0002119328,0.0007280562,0.00006430678,0.0001173749,0.004852476],"genre_scores_gemma":[0.9888374,0.001207135,0.000007604895,0.0002791132,0.00009653684,0.0001404164,0.00001060687,0.000005240331,0.009415972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6598534,"threshold_uncertainty_score":0.9728032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07318898634743229,"score_gpt":0.4274075829255681,"score_spread":0.3542185965781358,"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."}}