{"id":"W4380233620","doi":"10.1515/9780228013426-001","title":"Preface","year":2022,"lang":"en","type":"book-chapter","venue":"McGill-Queen's University Press eBooks","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0006958903,0.0007130349,0.0006158524,0.002072964,0.002831083,0.004716907,0.001138529,0.001288511,0.2695003],"category_scores_gemma":[0.00411113,0.0002791295,0.0003625699,0.002344016,0.001208149,0.003830613,0.00160706,0.004204615,0.1328088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002860413,"about_ca_system_score_gemma":0.001373086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004302769,"about_ca_topic_score_gemma":0.005137381,"domain_scores_codex":[0.9994181,0.0001013968,0.00002562296,0.0001071242,0.0003003203,0.00004734948],"domain_scores_gemma":[0.9980389,0.0005176902,0.0000770117,0.000171268,0.0009677203,0.0002273726],"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":[0.000009834479,0.00000983177,0.00003885089,0.00006074483,7.465765e-7,0.00003033728,0.000213508,0.00004189664,0.00005896974,0.02122616,0.9566572,0.0216519],"study_design_scores_gemma":[7.776683e-7,0.000003071977,0.00005899281,0.00008954348,3.917133e-7,0.00003299503,0.00008168624,0.00001083065,0.00001615625,0.001994273,0.9977094,0.000001768201],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005237979,0.01265707,0.002312435,0.02413569,0.05334366,0.0001114423,0.001668839,0.0003968176,0.9048502],"genre_scores_gemma":[0.003284975,0.005603868,0.001079616,0.005645588,0.01032771,0.00008345611,0.001324965,0.000372763,0.9722772],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2695003,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0461889537556856,"score_gpt":0.2930509299922166,"score_spread":0.246861976236531,"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."}}