{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002035186,0.0007520406,0.000616329,0.0004401676,0.000137187,0.00008173945,0.0005543018,0.0005776038,0.1846101],"category_scores_gemma":[0.00001392728,0.0007501811,0.0003634085,0.00003132033,0.0003912829,0.00007670934,0.0002887917,0.0006937099,0.4055349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002919057,"about_ca_system_score_gemma":0.00004954699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004549435,"about_ca_topic_score_gemma":0.0003495839,"domain_scores_codex":[0.9974208,0.00001073196,0.0004116064,0.0008829311,0.0006301563,0.0006437796],"domain_scores_gemma":[0.9980618,0.0000248722,0.0003318198,0.001305826,0.00006432821,0.0002113248],"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":[0.0000843751,0.00001739168,0.00001681903,0.00002864925,0.0002143232,0.000232798,0.000163756,1.428765e-7,0.0001377293,0.8946635,0.1033117,0.001128798],"study_design_scores_gemma":[0.0002532586,0.0001556176,0.00004511577,0.0001263977,0.00009726371,0.00006778716,0.000002593736,0.000008262989,0.0002440695,0.1782228,0.820074,0.0007027568],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001134899,0.0003933609,0.0000288782,0.0004948124,0.0006869354,0.0004154818,0.0003422767,0.0006708023,0.9968539],"genre_scores_gemma":[0.00651928,0.0000444242,0.000205754,0.0002328876,0.002685508,0.000009879993,0.00008527241,0.0008107127,0.9894063],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7167624,"threshold_uncertainty_score":0.9994949,"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."}}