{"id":"W4284993934","doi":"10.2196/39643","title":"Knowledge Acquisition and Social Support in Online Health Communities: Analysis of an Online Ovarian Cancer Community","year":2022,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; U.S. National Library of Medicine; National Ovarian Cancer Coalition","keywords":"Content analysis; Cognition; Referral; Set (abstract data type); Psychology; Social support; Applied psychology; Medical education; Computer science; Medicine; Social psychology; Nursing","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":[0.002825159,0.0002694686,0.0003847554,0.004443175,0.00139376,0.001521459,0.0006217901,0.0007191371,0.001763114],"category_scores_gemma":[0.01969303,0.0001749536,0.0004398268,0.003035,0.0008597751,0.001745646,0.002380993,0.0006104972,0.000255529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001190568,"about_ca_system_score_gemma":0.001326658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008111248,"about_ca_topic_score_gemma":0.01138115,"domain_scores_codex":[0.9978364,0.000951517,0.0001879249,0.0002430309,0.0004689768,0.0003120423],"domain_scores_gemma":[0.9772369,0.01457637,0.003334086,0.0005596249,0.002500221,0.001792841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003924941,0.0009561732,0.8283637,0.0005456859,0.00009045763,0.001079801,0.1192393,0.0003692972,0.001499798,0.00034456,0.001028394,0.04609038],"study_design_scores_gemma":[0.00003367758,0.0003658941,0.852697,0.0001617203,0.00006493895,0.0005587085,0.1359985,0.005697417,0.0006720359,0.0005045571,0.003189808,0.00005579567],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999054,0.00003785444,0.0002095278,0.00007128281,0.000002323333,0.00006347224,0.0002010416,0.000005531843,0.0003548771],"genre_scores_gemma":[0.9982388,0.0000547885,0.0008288947,0.00003374848,0.00000992003,0.0001255872,0.0004544542,0.00000521904,0.0002485811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008111248,"threshold_uncertainty_score":0.01612806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1582883297405266,"score_gpt":0.5322056674683558,"score_spread":0.3739173377278293,"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."}}