{"id":"W2191263954","doi":"10.1016/j.acra.2015.08.027","title":"Opportunities for Patient-centered Outcomes Research in Radiology","year":2015,"lang":"en","type":"article","venue":"Academic Radiology","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Patient-centered outcomes; Outcomes research; Alliance; Comparative effectiveness research; Medicine; Medical physics; Radiology; Medical education; Alternative medicine; Nursing; Pathology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2317058,0.00108173,0.003260703,0.008241505,0.004893289,0.02146441,0.005534196,0.005670992,0.009449929],"category_scores_gemma":[0.3282048,0.0007770438,0.002563392,0.009984857,0.008917799,0.02094412,0.01046756,0.008070553,0.0008762154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00950068,"about_ca_system_score_gemma":0.04111986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006513168,"about_ca_topic_score_gemma":0.01235843,"domain_scores_codex":[0.8662295,0.1109935,0.005041047,0.00278798,0.01033373,0.0046142],"domain_scores_gemma":[0.4006935,0.4593839,0.04176397,0.02177759,0.0528643,0.02351668],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009893631,0.006608592,0.1539916,0.008025964,0.002396934,0.0002623561,0.01422285,0.002258005,0.0005582958,0.2244663,0.0583287,0.5278909],"study_design_scores_gemma":[0.0006767819,0.003567178,0.1758337,0.01932059,0.001540932,0.0005008953,0.07705754,0.005053272,0.002382086,0.6028216,0.1105658,0.0006795973],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1192697,0.07297504,0.03668948,0.712524,0.005486101,0.001158309,0.002787539,0.0003585237,0.04875124],"genre_scores_gemma":[0.8039054,0.03407831,0.08178764,0.06455658,0.009325976,0.00237672,0.001377944,0.0002048789,0.002386505],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7682942,"threshold_uncertainty_score":0.9474435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.921901934104783,"score_gpt":0.6561616247736597,"score_spread":0.2657403093311234,"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."}}