{"id":"W4246151498","doi":"10.46692/9781447344964.005","title":"Research Evidence","year":2020,"lang":"en","type":"other","venue":"","topic":"Innovation, Technology, and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Irish; Section (typography); Dementia; Rurality; Social care; Relation (database); Research policy; Public relations; Political science; Rural area; Sociology; Regional science; Psychology; Medicine; Public administration; Nursing; Business; Law; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001436317,0.00006614181,0.00011288,0.0001258395,0.0003289735,0.00004727082,0.0005114769,0.0005834233,0.01312343],"category_scores_gemma":[0.0008755732,0.00006149222,0.00003770261,0.001113844,0.0007824397,0.00003926347,0.00007741522,0.0004672021,0.0009936644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009049758,"about_ca_system_score_gemma":0.0003839458,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01236568,"about_ca_topic_score_gemma":0.009815503,"domain_scores_codex":[0.9986526,0.0001752354,0.00008742542,0.000228818,0.0005674213,0.0002884401],"domain_scores_gemma":[0.9994755,0.0001325261,0.00004006396,0.0001885247,0.0001180175,0.00004538888],"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":[2.282364e-7,0.000002765262,0.0000560187,0.000007788495,0.00000519576,8.565405e-7,0.001549761,1.970974e-9,0.00000247869,0.2947996,0.7029265,0.0006488548],"study_design_scores_gemma":[0.00001810985,0.000009744012,0.0000151062,0.00005730558,0.000001680969,3.516322e-8,0.008489088,5.668672e-7,0.000005488056,0.002654296,0.9886746,0.00007390899],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002808021,0.0005732001,0.0001285699,0.01731727,0.0002656624,0.0002238862,0.000001858631,0.0006525888,0.9808342],"genre_scores_gemma":[0.001202852,0.002396224,0.001029767,0.0005370908,0.001054807,0.00001504674,0.000001990356,0.00007361382,0.9936886],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2921453,"threshold_uncertainty_score":0.9997842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2170898089566354,"score_gpt":0.4885584645855477,"score_spread":0.2714686556289123,"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."}}