{"id":"W3089579081","doi":"10.1097/prs.0000000000007492","title":"Dissemination and Implementation Science in Plastic and Reconstructive Surgery: Perfecting, Protecting, and Promoting the Innovation That Defines Our Specialty","year":2020,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Specialty; Medicine; Process (computing); Public relations; Function (biology); Field (mathematics); Reconstructive surgery; Emerging technologies; Clinical Practice; Engineering ethics; Surgery; Nursing; Engineering; Family medicine; Political science; Computer 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":[],"consensus_categories":[],"category_scores_codex":[0.1410523,0.0006627293,0.0009899791,0.003707781,0.00571608,0.02648776,0.002315353,0.01003202,0.01069881],"category_scores_gemma":[0.2886651,0.0006180344,0.001311664,0.003387609,0.0179674,0.01465131,0.01240406,0.01381552,0.001860087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01263058,"about_ca_system_score_gemma":0.06902777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004412444,"about_ca_topic_score_gemma":0.006267701,"domain_scores_codex":[0.8906428,0.08046299,0.005425157,0.002839872,0.01750914,0.003120052],"domain_scores_gemma":[0.5771469,0.3329337,0.017733,0.01839358,0.03734685,0.01644591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001332087,0.0003463276,0.01004134,0.004670069,0.0001548184,0.0002852645,0.01424385,0.001161719,0.000696019,0.3016937,0.1667081,0.4998656],"study_design_scores_gemma":[0.0001210407,0.0005127229,0.009707962,0.01550396,0.0002028423,0.000655778,0.0285503,0.002243633,0.002305764,0.3489805,0.5909837,0.0002318021],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004452783,0.02111656,0.01259354,0.9333115,0.005904444,0.0002566336,0.00005243117,0.0001141183,0.02219806],"genre_scores_gemma":[0.5168938,0.1119961,0.0824899,0.2448644,0.01964195,0.001558179,0.0002451815,0.0003671383,0.02194333],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1410523,"threshold_uncertainty_score":0.7459645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1040867281836025,"score_gpt":0.3875368535727477,"score_spread":0.2834501253891452,"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."}}