{"id":"W4408701095","doi":"10.1007/978-3-031-84463-8_6","title":"Results","year":2025,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in political science","topic":"Survey Methodology and Nonresponse","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Materials science","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","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05021682,0.0002306062,0.0003799117,0.00056652,0.0005808044,0.00009436839,0.001196775,0.0006148178,0.0003798696],"category_scores_gemma":[0.07118035,0.0002398984,0.0001082205,0.0004053683,0.006971542,0.0001724027,0.0003554668,0.0008720284,0.0001968859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009159651,"about_ca_system_score_gemma":0.003715985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003246219,"about_ca_topic_score_gemma":0.002753706,"domain_scores_codex":[0.9946351,0.001322713,0.0005245408,0.0008904412,0.0009383864,0.001688801],"domain_scores_gemma":[0.9873938,0.01119423,0.0000970323,0.0005449875,0.0001902085,0.0005797461],"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":[0.0002459928,0.00001178647,0.00009503653,0.000006630021,0.000003326212,0.00004601689,0.0003605753,2.355349e-7,0.000008826994,0.9959598,0.0005028097,0.002758944],"study_design_scores_gemma":[0.0002415352,0.00003324907,0.01225823,0.0002551872,0.00001299331,0.00000179103,0.0001126362,0.000004251966,0.0001425808,0.3618705,0.6246682,0.0003987397],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004228356,0.000123284,0.00006393618,0.004426255,0.001325705,0.0002235283,0.00003719525,0.00008598292,0.9932913],"genre_scores_gemma":[0.0858193,0.00009265736,0.001921974,0.001374008,0.0004333396,0.000008493917,0.000002670261,0.000014975,0.9103326],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6340893,"threshold_uncertainty_score":0.9957309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1708465319962686,"score_gpt":0.4515561674966281,"score_spread":0.2807096355003595,"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."}}