{"id":"W4309646486","doi":"10.2196/preprints.44405","title":"Rapid Web-Based Recruitment of Patients With Psoriasis: Multinational Cohort Study (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Psoriasis; Observational study; Population; Family medicine; Inclusion (mineral); Demography; Psychology; Internal medicine; Environmental health; Dermatology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01095857,0.0004358231,0.0004172241,0.0006492501,0.001077072,0.001156128,0.0007557753,0.0008472581,0.006243111],"category_scores_gemma":[0.00977484,0.0006505763,0.0007575434,0.001029253,0.0003573328,0.001045234,0.001257172,0.000868357,0.003011685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005861636,"about_ca_system_score_gemma":0.00115798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00579116,"about_ca_topic_score_gemma":0.009935822,"domain_scores_codex":[0.9957487,0.002597835,0.0003878358,0.0005297752,0.0004658608,0.0002700411],"domain_scores_gemma":[0.9940056,0.001077892,0.001443093,0.001730168,0.0008504242,0.0008928244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005057975,0.001338667,0.9662134,0.0001786378,0.0003071287,0.0002145413,0.0008098055,0.00007611406,0.001369578,0.0001061888,0.01063883,0.01368904],"study_design_scores_gemma":[0.001976881,0.002362734,0.9899151,0.0001171611,0.0002084134,0.0002804771,0.0005528302,0.0006102957,0.0002414796,0.00007895392,0.003629699,0.00002588995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833888,0.0003254426,0.00205452,0.0008596156,0.0001481274,0.003938575,0.007352029,0.00007887919,0.001854007],"genre_scores_gemma":[0.9735189,0.0003800765,0.006147162,0.001632732,0.0002249659,0.008632793,0.007070568,0.00007086201,0.002321991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01095857,"threshold_uncertainty_score":0.05795515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1196917424627279,"score_gpt":0.3993060675104837,"score_spread":0.2796143250477559,"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."}}