{"id":"W2796030465","doi":"10.2196/cancer.7926","title":"Analysis of Content Shared in Online Cancer Communities: Systematic Review","year":2018,"lang":"en","type":"review","venue":"JMIR Cancer","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"PsycINFO; Checklist; MEDLINE; The Internet; Quality (philosophy); Content analysis; Health care; Coding (social sciences); World Wide Web; Medicine; Medical education; Computer science; Psychology; Family 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":[0.03884615,0.002441269,0.0129843,0.02464208,0.001482775,0.005409606,0.003476953,0.002865835,0.004811972],"category_scores_gemma":[0.1659082,0.001793715,0.01163946,0.02211787,0.002712719,0.006409008,0.003603334,0.001742272,0.0004231391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00784074,"about_ca_system_score_gemma":0.02252243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005535658,"about_ca_topic_score_gemma":0.01326122,"domain_scores_codex":[0.9438539,0.02471239,0.01793723,0.003477253,0.009199328,0.0008199369],"domain_scores_gemma":[0.780935,0.1675417,0.03382055,0.003986177,0.01261646,0.001100095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001716218,0.00001980625,0.0008043757,0.9686312,0.008424036,0.00007117901,0.0005368722,0.00005345698,0.00008062109,0.0001216491,0.0005805612,0.02050471],"study_design_scores_gemma":[0.0002671361,0.000230266,0.003076263,0.93232,0.0550621,0.0002785427,0.0009481273,0.00009000643,0.0002342031,0.000336656,0.007108765,0.00004788702],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002880146,0.992898,0.0006240934,0.0003613851,0.0001634537,0.002088812,0.0006119753,0.00002483978,0.0003472919],"genre_scores_gemma":[0.0503623,0.9375706,0.003894493,0.000893891,0.0001816354,0.006205395,0.0006648829,0.00002541792,0.0002013624],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03884615,"threshold_uncertainty_score":0.2054405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3824712053170894,"score_gpt":0.6011936106633757,"score_spread":0.2187224053462863,"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."}}