{"id":"W4236679327","doi":"10.1090/spec/079/02","title":"Chapter B","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":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003232284,0.001138215,0.000559564,0.002500833,0.002146478,0.006234617,0.001230007,0.001551754,0.6045375],"category_scores_gemma":[0.001452168,0.0003815193,0.0005042444,0.002456622,0.0007358624,0.003922116,0.00204662,0.00217259,0.4947357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00183224,"about_ca_system_score_gemma":0.002068596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004471196,"about_ca_topic_score_gemma":0.01071822,"domain_scores_codex":[0.9996151,0.00004023033,0.00001134683,0.00007622124,0.0002106968,0.00004646863],"domain_scores_gemma":[0.9996172,0.0000610339,0.00001571225,0.00004736848,0.000166354,0.00009221189],"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":[0.00001126987,0.00003293894,0.00004998581,0.0001047579,0.000001742633,0.0000243194,0.0001162741,0.00006855591,0.0002518778,0.02399867,0.8703187,0.1050208],"study_design_scores_gemma":[0.000001030825,0.000002996602,0.00005693592,0.0000702402,7.43629e-7,0.00002413094,0.00004427354,0.00002096476,0.00004551608,0.003117034,0.9966139,0.000002149598],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001525423,0.002463742,0.000942139,0.0007688994,0.00155791,0.00003616294,0.0004445433,0.0003382517,0.9932958],"genre_scores_gemma":[0.0005918333,0.0009910709,0.0002978774,0.0002746804,0.0001795585,0.00002291291,0.0003021735,0.0001849274,0.9971548],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3954625,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02068166092069304,"score_gpt":0.2261578491611408,"score_spread":0.2054761882404477,"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."}}