{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004416675,0.0002720693,0.0003030332,0.0002673483,0.002267512,0.00009620568,0.001047919,0.0003899715,0.002543647],"category_scores_gemma":[0.00006219972,0.0003444743,0.0002244648,0.00002895484,0.0005599097,0.0002354307,0.000635875,0.0008372311,0.0000417542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000617661,"about_ca_system_score_gemma":0.0006349653,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009551542,"about_ca_topic_score_gemma":0.00001690851,"domain_scores_codex":[0.9974385,0.0002641471,0.0001871136,0.0005258103,0.001035081,0.0005492853],"domain_scores_gemma":[0.9985837,0.0001841405,0.0002043535,0.0004536844,0.0001583252,0.0004157622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003841266,0.00001485942,6.122165e-7,0.00001914383,0.00007421903,0.000130249,0.0004344008,0.000002658828,0.000001187519,0.9828906,0.01557403,0.000819625],"study_design_scores_gemma":[0.0002569193,0.00005333124,0.000002483282,0.00002289197,0.00004317754,6.57348e-7,0.0003000624,0.000001446738,0.000024124,0.002175819,0.9967668,0.0003522696],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000275319,0.000001114488,0.000005846546,0.001819514,0.000190255,0.0004933733,0.0008835791,0.0002337655,0.9963698],"genre_scores_gemma":[0.001542029,0.0002371512,0.00003921822,0.0002190546,0.0001750367,0.000003034726,0.00005075846,0.00003348434,0.9977002],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9811928,"threshold_uncertainty_score":0.9999007,"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."}}