{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003299914,0.0002223186,0.0003257593,0.0007044503,0.0006700162,0.0007221592,0.000297723,0.0007774949,0.002100327],"category_scores_gemma":[0.01000593,0.0003706058,0.0005949234,0.0008398743,0.0003481554,0.0009369513,0.001042885,0.0009474814,0.0006537224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005620401,"about_ca_system_score_gemma":0.0005405812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005693576,"about_ca_topic_score_gemma":0.005337479,"domain_scores_codex":[0.9976762,0.001110595,0.0003739525,0.0002175541,0.0003984007,0.0002232753],"domain_scores_gemma":[0.9903557,0.002871673,0.004421042,0.0004574604,0.001081269,0.0008127826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001770815,0.0005022156,0.9790663,0.0001979587,0.0001053185,0.00008336547,0.008909736,0.00004925589,0.0003320353,0.00002902589,0.0006752335,0.009872609],"study_design_scores_gemma":[0.00002485909,0.0007323726,0.9853203,0.00007652261,0.00005499383,0.0002888649,0.01119639,0.0003294756,0.0002292675,0.00003451737,0.001689119,0.00002341532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983789,0.000119879,0.0001233428,0.000128917,0.000005606331,0.0001091555,0.0005179515,0.000005150426,0.0006111137],"genre_scores_gemma":[0.9981421,0.0002612735,0.0003328073,0.000307355,0.00001476362,0.0002080037,0.0003919824,0.000004322445,0.00033747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005693576,"threshold_uncertainty_score":0.01745176,"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."}}