{"id":"W6902000584","doi":"10.6084/m9.figshare.12864622.v1","title":"Additional file 2 of Engaged scholarship and public policy decision-making: a scoping review","year":2020,"lang":"en","type":"article","venue":"Figshare","topic":"Innovative Teaching Methodologies in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Mount Saint Vincent University; Dalhousie University","funders":"","keywords":"Public policy; Scholarship; Public access; Government (linguistics); Public sector","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001395709,0.00008739038,0.0002177975,0.00006070447,0.001065321,0.00009317275,0.0005136424,0.00008430693,0.9756348],"category_scores_gemma":[0.7264939,0.00008283081,0.00005689461,0.001414778,0.0001612128,0.0004292831,0.0002452327,0.0004699901,0.0002431402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006053938,"about_ca_system_score_gemma":0.001189684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000131784,"about_ca_topic_score_gemma":0.00004998843,"domain_scores_codex":[0.9968354,0.001890326,0.0002429826,0.0002407814,0.0005225113,0.0002680376],"domain_scores_gemma":[0.9719012,0.02720441,0.0003013623,0.0001109736,0.0003481379,0.0001339294],"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":[0.000001140303,0.000004418443,0.000007602504,0.0003062668,0.000003396239,0.000001088103,0.001219233,5.364424e-8,7.775548e-7,0.0004799599,0.9593166,0.03865943],"study_design_scores_gemma":[0.00004309939,0.00003070747,0.001142686,0.1491585,0.000002682951,7.210177e-7,0.001373711,0.000002692402,0.000002015988,0.003204153,0.8448642,0.0001747451],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00001166952,0.001378886,0.000007382136,0.002171998,0.00002085703,0.0003350031,0.9710992,0.00008759977,0.02488739],"genre_scores_gemma":[0.05941406,0.0006221709,0.1333237,0.03599169,0.00386071,0.002093676,0.7644067,0.00006917756,0.000218082],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9753916,"threshold_uncertainty_score":0.8193694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3992612253831749,"score_gpt":0.4824514632408968,"score_spread":0.08319023785772195,"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."}}