{"id":"W3022564868","doi":"10.2196/18117","title":"Acceptance, Usage, and Barriers of Electronic Patient-Reported Outcomes Among German Rheumatologists: Survey Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Rheumatology; Family medicine; German; Physical therapy; Internal 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":[0.005998387,0.0003281232,0.000439167,0.0016918,0.0003378745,0.0009329937,0.0003999414,0.0005978511,0.00114499],"category_scores_gemma":[0.008021136,0.0002890939,0.0007365401,0.002361389,0.0006148313,0.0008394103,0.001109889,0.0005335102,0.0002516235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001250162,"about_ca_system_score_gemma":0.001170208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005872561,"about_ca_topic_score_gemma":0.006241912,"domain_scores_codex":[0.9951375,0.002302945,0.0008257098,0.0004189956,0.0007537363,0.0005610948],"domain_scores_gemma":[0.9899276,0.003064418,0.004515948,0.0004696634,0.000941713,0.001080654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001171912,0.0002722305,0.9882271,0.000217977,0.0001022707,0.00009971866,0.002247952,0.0000702523,0.0001518269,0.00007329011,0.0005990944,0.007821083],"study_design_scores_gemma":[0.00003113144,0.0003001347,0.9956716,0.00007401276,0.00004035106,0.0001393859,0.002608168,0.0001855862,0.00006792985,0.00001595536,0.0008537645,0.00001195806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985269,0.0002533887,0.00009870037,0.0001562536,0.000004336935,0.00006549916,0.0005225723,0.000003259373,0.0003690864],"genre_scores_gemma":[0.9985567,0.0003111445,0.0002817473,0.0001678241,0.000007236486,0.0001016093,0.0004703393,0.000002315997,0.0001011161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005998387,"threshold_uncertainty_score":0.0317229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04330843505017717,"score_gpt":0.3793368008351247,"score_spread":0.3360283657849475,"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."}}