{"id":"W2793499162","doi":"10.1007/s11121-018-0868-7","title":"Innovation and Integrity in Intervention Research: Conceptual Issues, Methodology, and Knowledge Translation","year":2018,"lang":"en","type":"editorial","venue":"Prevention Science","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Intervention (counseling); Engineering ethics; Knowledge translation; Transparency (behavior); Health psychology; Knowledge management; Quality (philosophy); Translational research; Knowledge transfer; Management science; Sociology; Public health; Computer science; Psychology; Medicine; Engineering; Epistemology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["research_integrity"],"domain":null,"study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","research_integrity"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.1028426,0.0002273154,0.0004519114,0.002440522,0.001427888,0.0000989828,0.000540831,0.0007809585,0.0002678011],"category_scores_gemma":[0.05331939,0.0002236936,0.00003028829,0.004565819,0.003550946,0.001247432,0.0005233055,0.002842758,0.0001072917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006982519,"about_ca_system_score_gemma":0.004202008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001510329,"about_ca_topic_score_gemma":0.004791185,"domain_scores_codex":[0.9839572,0.01033333,0.001898871,0.001191145,0.001588051,0.001031411],"domain_scores_gemma":[0.9826869,0.01237191,0.0008348661,0.000425178,0.003456576,0.0002245602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001201489,0.00009781319,0.002358147,0.001068227,0.000008580598,0.000001004218,0.07765312,1.239418e-7,0.001364932,0.01619226,0.8205589,0.08057676],"study_design_scores_gemma":[0.001639846,0.0003674079,0.007231141,0.00122744,0.00001078591,9.978169e-7,0.0101813,0.0002167095,0.00009954149,0.02207485,0.9566884,0.0002615968],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.2142575,0.00136317,0.0141576,0.006106869,0.7530763,0.006034726,0.0002341536,0.0001842343,0.004585469],"genre_scores_gemma":[0.2267369,0.002844627,0.0680865,0.001133137,0.6777536,0.00294744,0.0005918462,0.0001660338,0.01973991],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1361295,"threshold_uncertainty_score":0.9998721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9528265798018847,"score_gpt":0.8058821268165601,"score_spread":0.1469444529853245,"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."}}