{"id":"W1993807965","doi":"10.1111/bjd.12815","title":"Psoriatic arthritis screening tools: study design and methodological challenges","year":2014,"lang":"en","type":"letter","venue":"British Journal of Dermatology","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psoriatic arthritis; Medicine; Psoriasis; Family medicine; CONTEST; Alternative medicine; Arthritis; Dermatology; Internal medicine; Pathology; Political science","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4672026,0.001764522,0.004384811,0.0047639,0.002475197,0.006114517,0.006413626,0.004287294,0.006629135],"category_scores_gemma":[0.7030254,0.001616217,0.002772732,0.008447093,0.003938437,0.004072736,0.004179683,0.004182514,0.00165221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008982054,"about_ca_system_score_gemma":0.01342426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00712883,"about_ca_topic_score_gemma":0.0159,"domain_scores_codex":[0.3647221,0.5312036,0.05605642,0.0077131,0.03791307,0.002391758],"domain_scores_gemma":[0.3335857,0.5438491,0.04016863,0.03233294,0.04582405,0.004239575],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01142832,0.001514562,0.1428086,0.05952457,0.009973508,0.001743242,0.007909387,0.00342781,0.0004980065,0.0508651,0.3597536,0.3505533],"study_design_scores_gemma":[0.01182403,0.004653122,0.1509219,0.1456982,0.01236537,0.003432201,0.007048746,0.02556542,0.002269893,0.1645365,0.4707559,0.0009286292],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06796997,0.09975515,0.1839237,0.4425976,0.06938134,0.09680638,0.01588178,0.0006773215,0.02300679],"genre_scores_gemma":[0.4044116,0.01190365,0.1573718,0.1443441,0.01869853,0.2555775,0.003001377,0.000474224,0.004217273],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5327974,"threshold_uncertainty_score":0.657034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1638065225454093,"score_gpt":0.3396574354242892,"score_spread":0.1758509128788798,"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."}}