{"id":"W4233499937","doi":"10.1090/spec/079/01","title":"Chapter A","year":2018,"lang":"en","type":"book-chapter","venue":"MAA spectrum","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003609211,0.001166204,0.0006312606,0.002847486,0.002228381,0.006076776,0.001337953,0.001524407,0.6316614],"category_scores_gemma":[0.001723324,0.0003840822,0.000530958,0.00264288,0.0007272665,0.004023338,0.002370428,0.002257002,0.529709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001701785,"about_ca_system_score_gemma":0.002171022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003351972,"about_ca_topic_score_gemma":0.009088769,"domain_scores_codex":[0.9995535,0.00004894041,0.00001309987,0.0000777057,0.0002572652,0.0000494794],"domain_scores_gemma":[0.9994844,0.00008368998,0.00001908326,0.00005773042,0.0002319531,0.0001231468],"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":[0.000009162889,0.00003040802,0.00004176918,0.00009811103,0.000001519333,0.00002182834,0.00008921252,0.00004943774,0.0001900307,0.01559725,0.8932048,0.09066647],"study_design_scores_gemma":[9.296825e-7,0.000002663094,0.0000458227,0.0000689275,7.00321e-7,0.00002125066,0.00003817408,0.00001678742,0.00003457919,0.00227953,0.9974886,0.000001945954],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001565637,0.003217914,0.001001253,0.0009840545,0.002382433,0.00004684234,0.0005142045,0.0003939312,0.9913027],"genre_scores_gemma":[0.0005375175,0.001303161,0.0003358115,0.0003515068,0.0002893902,0.00002747981,0.0003662364,0.0002095393,0.9965793],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3683386,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02065842730648025,"score_gpt":0.2263582725054741,"score_spread":0.2056998451989939,"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."}}