{"id":"W2767076529","doi":"10.1186/s13643-017-0606-4","title":"Putting research in place: an innovative approach to providing contextualized evidence synthesis for decision makers","year":2017,"lang":"en","type":"review","venue":"Systematic Reviews","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Newfoundland and Labrador Centre for Applied Health Research","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Engineering ethics; Knowledge management; Medical education; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2433448,0.0007864589,0.009433036,0.001968839,0.002369299,0.0002520162,0.0029193,0.0006040707,0.00004159483],"category_scores_gemma":[0.4647041,0.0004988983,0.0004155489,0.003512917,0.0001360923,0.0008169567,0.0006088998,0.001563702,0.001321493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002797147,"about_ca_system_score_gemma":0.005534885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000244044,"about_ca_topic_score_gemma":0.0001701985,"domain_scores_codex":[0.9235214,0.05868113,0.01207513,0.00175852,0.001836921,0.002126875],"domain_scores_gemma":[0.8329012,0.1519695,0.008872333,0.003563414,0.001995287,0.000698267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000967579,0.00001775765,0.000004219122,0.6698338,0.00001509353,9.737327e-7,0.006597685,1.253108e-7,1.355794e-7,0.00043599,0.004014421,0.3190701],"study_design_scores_gemma":[0.0001391255,0.00004361663,7.745434e-7,0.4772143,0.0000675451,0.000004336604,0.001556189,0.0000453316,3.743327e-8,0.00003714033,0.52068,0.0002115721],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003252149,0.8222052,0.006182479,0.0004334552,0.0005949652,0.168962,0.00009146084,0.0000520149,0.001475156],"genre_scores_gemma":[0.00001270422,0.7678124,0.03451367,0.000646438,0.0003323708,0.1958469,0.00001346009,0.0001089431,0.0007131812],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5166656,"threshold_uncertainty_score":0.9997463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9735097063021996,"score_gpt":0.813822162816276,"score_spread":0.1596875434859236,"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."}}