{"id":"W4256478608","doi":"10.1090/spec/079/03","title":"Chapter C","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":[0.0002057862,0.0007560363,0.0006091707,0.0004234727,0.000143174,0.00008066939,0.0005726846,0.0005939598,0.1992395],"category_scores_gemma":[0.00001316044,0.0007566383,0.0003535535,0.00002957146,0.0004026201,0.00008026425,0.0002883768,0.0007031328,0.4324592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002896002,"about_ca_system_score_gemma":0.00004549636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004074562,"about_ca_topic_score_gemma":0.0002991283,"domain_scores_codex":[0.9974077,0.00001060529,0.0004169915,0.0008819182,0.0006389735,0.0006437683],"domain_scores_gemma":[0.9980339,0.00002522761,0.0003336332,0.001331046,0.00006543309,0.000210773],"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":[0.00006805608,0.00001514483,0.00001846468,0.00002555371,0.0001916802,0.0001912324,0.0001225045,1.677109e-7,0.0001381119,0.8843254,0.11378,0.001123763],"study_design_scores_gemma":[0.0002310946,0.0001415575,0.00005294726,0.0001111562,0.0000926803,0.00005614802,0.00000237442,0.000006880312,0.0003253564,0.1797304,0.8185418,0.0007075489],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001062728,0.0003965102,0.0000269575,0.000488982,0.000821957,0.0003864377,0.0003409888,0.0006743852,0.9967575],"genre_scores_gemma":[0.00628082,0.0000505117,0.0001921236,0.0002239451,0.002932254,0.000007859173,0.00009849447,0.0008215191,0.9893925],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7047619,"threshold_uncertainty_score":0.9994885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02071097154939642,"score_gpt":0.2264003698057739,"score_spread":0.2056893982563774,"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."}}