{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002989214,0.000424389,0.006837354,0.0007720489,0.0002101704,0.00001133142,0.0007892111,0.0004630555,0.008684739],"category_scores_gemma":[0.0003680807,0.0002811065,0.0007751619,0.002644981,0.00007335902,0.0003818905,0.0002020618,0.001236111,0.00009458962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001472444,"about_ca_system_score_gemma":0.002259247,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00802986,"about_ca_topic_score_gemma":0.01628178,"domain_scores_codex":[0.9880497,0.003079055,0.007672791,0.0002705962,0.0004133065,0.0005145292],"domain_scores_gemma":[0.9908365,0.001057537,0.005624359,0.001375709,0.0009468492,0.0001590599],"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":[0.000005968735,0.0000448279,0.00207052,0.9781633,0.0006950012,2.386724e-7,0.00248609,4.191317e-7,1.272184e-9,0.00001113349,0.003596096,0.01292638],"study_design_scores_gemma":[0.000121541,0.000008928553,0.0003698322,0.6001308,0.003302722,9.11314e-8,0.0005346225,0.000133536,1.742653e-9,5.399322e-7,0.3952432,0.0001541796],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006269731,0.9834213,0.000006529203,0.0001184972,0.0004657989,0.009896941,0.005624751,0.00003816864,0.0003653333],"genre_scores_gemma":[0.000009354339,0.9736167,0.00002862899,0.005462428,0.0001316114,0.01787936,0.001780991,0.00003178854,0.00105912],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3916471,"threshold_uncertainty_score":0.9999641,"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."}}