{"id":"W2493681132","doi":"10.1016/s0140-6736(16)31256-9","title":"Reducing research waste with implementation laboratories","year":2016,"lang":"en","type":"article","venue":"The Lancet","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":96,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Ottawa Hospital; University of Toronto; Women's College Hospital","funders":"","keywords":"Scopus; Health care; Implementation research; Work (physics); Due diligence; Engineering management; Medicine; Business; Public relations; MEDLINE; Engineering ethics; Political science; Nursing; Engineering; Psychological intervention","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007122444,0.00006676726,0.0001536859,0.00007169328,0.00140103,0.00001944416,0.0003614656,0.00003203365,0.000971387],"category_scores_gemma":[0.0007823373,0.00002894223,0.000007210717,0.0007002495,0.0001858413,0.0002344292,0.0001028507,0.0002853527,0.0006254635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001984047,"about_ca_system_score_gemma":0.0008305903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005650567,"about_ca_topic_score_gemma":0.00105201,"domain_scores_codex":[0.9963192,0.001729997,0.0003316126,0.0001891395,0.0005564326,0.0008736423],"domain_scores_gemma":[0.9962413,0.002520363,0.0001440955,0.0005371925,0.0004540056,0.0001030117],"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":[0.0001775015,0.000006473402,0.1294552,0.0001234802,0.00001419739,0.000002084839,0.04486237,0.00000115688,0.01168729,0.04106906,0.7586312,0.01397009],"study_design_scores_gemma":[0.003283469,0.0001994295,0.06473668,0.0002944731,0.000005800215,0.000001727854,0.05031899,0.000004310649,0.004585275,0.003283889,0.873136,0.0001499535],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7761682,0.000009870859,0.0003746776,0.2160074,0.0002216856,0.0007313726,0.0001019828,0.00006936701,0.00631548],"genre_scores_gemma":[0.9874009,0.0000446548,0.0006189589,0.008064308,0.001854708,0.0003250784,0.000002215352,0.00001439732,0.001674812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2112327,"threshold_uncertainty_score":0.9999419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7333298997472182,"score_gpt":0.7236255015662221,"score_spread":0.00970439818099611,"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."}}