{"id":"W4389677045","doi":"10.1515/9780889776081-001","title":"Preface","year":2019,"lang":"en","type":"book-chapter","venue":"University of Regina Press eBooks","topic":"Political Systems and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008191695,0.0006357091,0.0005011466,0.001614117,0.003462857,0.004007759,0.001126927,0.001153193,0.4337863],"category_scores_gemma":[0.004543311,0.0002906617,0.0003985363,0.001858219,0.0007793598,0.002399054,0.001975162,0.002893645,0.2400001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003668966,"about_ca_system_score_gemma":0.004126198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02142662,"about_ca_topic_score_gemma":0.02921911,"domain_scores_codex":[0.9992856,0.00007584246,0.00003316075,0.0001169306,0.0003835665,0.0001048811],"domain_scores_gemma":[0.9975338,0.000249452,0.00007365797,0.0002138416,0.001440695,0.0004886323],"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":[0.000009936874,0.00000947836,0.00007011954,0.0000437719,6.116728e-7,0.00002421538,0.00009341121,0.00002318327,0.00006247675,0.004797562,0.9747835,0.02008177],"study_design_scores_gemma":[9.533288e-7,0.000003731255,0.0002088037,0.00004353637,3.017333e-7,0.0000151993,0.00007229341,0.000005710593,0.00001846698,0.0004949779,0.9991346,0.000001352057],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000831895,0.004945122,0.00103923,0.01382627,0.05956542,0.00023102,0.005455722,0.0005012643,0.913604],"genre_scores_gemma":[0.002936406,0.00262052,0.0004275785,0.002006653,0.005565592,0.00009188689,0.003090936,0.0002525742,0.9830078],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5662137,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03304834972683253,"score_gpt":0.2297678710021151,"score_spread":0.1967195212752826,"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."}}