{"id":"W4243407272","doi":"10.7551/mitpress/13668.003.0022","title":"References","year":2021,"lang":"en","type":"book-chapter","venue":"The MIT Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003229734,0.0005411328,0.0005414826,0.00007029799,0.0001777011,0.0001744861,0.001125791,0.0003905778,0.00102598],"category_scores_gemma":[0.00002598817,0.0003653631,0.0002717161,0.000004013284,0.0004214094,0.00002937278,0.0005877196,0.0008977258,0.003023015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000658177,"about_ca_system_score_gemma":0.0001322016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001789809,"about_ca_topic_score_gemma":0.0001932675,"domain_scores_codex":[0.9979077,0.0001015979,0.0003844417,0.0005735265,0.0006598845,0.0003728303],"domain_scores_gemma":[0.9975283,0.0001791087,0.0003474553,0.001669087,0.0001772111,0.00009890836],"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":[0.00004238733,0.000005904185,2.026363e-7,0.00005115842,0.0004858525,0.00007907628,0.0005543813,0.000001886844,0.0003563827,0.9541952,0.03457388,0.009653672],"study_design_scores_gemma":[0.0001547203,0.00002282598,0.000002336008,0.0003646608,0.0003870468,0.00002682385,0.00001029398,0.000004647998,0.001720682,0.02802989,0.9688251,0.0004509836],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002690184,0.005536542,0.000003369518,0.00002673486,0.0003353843,0.0004374959,0.0003004016,0.0002874033,0.9930457],"genre_scores_gemma":[0.001430721,0.00007303529,0.00005540941,0.000128315,0.0005414583,0.00005132886,0.00006407945,0.000300064,0.9973556],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9342512,"threshold_uncertainty_score":0.9998872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1080084725337435,"score_gpt":0.2717537108397262,"score_spread":0.1637452383059828,"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."}}