{"id":"W1506993507","doi":"10.18438/b87s5r","title":"Improvements to Evidence Summaries: An Evidence Based Approach","year":2012,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Information retrieval; Data science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[],"category_scores_codex":[0.1252995,0.001808128,0.003400838,0.01720886,0.001601838,0.007705981,0.005088672,0.00680867,0.04669197],"category_scores_gemma":[0.5902547,0.001958649,0.008556659,0.0103638,0.001606234,0.0136215,0.005014529,0.008438354,0.009502241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007300023,"about_ca_system_score_gemma":0.01776878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002445568,"about_ca_topic_score_gemma":0.006924793,"domain_scores_codex":[0.821527,0.08905711,0.05475846,0.003048301,0.03051177,0.00109739],"domain_scores_gemma":[0.4773775,0.2973772,0.0463213,0.0334767,0.1398896,0.005557742],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001798147,0.0003429063,0.001099064,0.1625848,0.003661529,0.0002503746,0.0004351342,0.0008579859,0.0009659146,0.009047527,0.1788524,0.6401042],"study_design_scores_gemma":[0.001879456,0.001165507,0.005517893,0.4054932,0.01831407,0.0006481868,0.0007103125,0.001345116,0.002499084,0.0340638,0.5281362,0.0002272086],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.002511056,0.523379,0.06941316,0.2737576,0.07427954,0.01520219,0.007169321,0.001536205,0.03275194],"genre_scores_gemma":[0.06537214,0.576759,0.2393511,0.05736737,0.02609456,0.01162229,0.007823764,0.0004832755,0.01512661],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8747004,"threshold_uncertainty_score":0.6626552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1536520615435102,"score_gpt":0.4589042686284344,"score_spread":0.3052522070849242,"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."}}