{"id":"W4238275986","doi":"10.1090/spec/079/20","title":"Chapter V","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":[0.000337464,0.001134471,0.0006326504,0.002732657,0.002238249,0.006924937,0.001354191,0.001389789,0.5288491],"category_scores_gemma":[0.001665805,0.000345785,0.0005068311,0.00258269,0.0007808592,0.0036976,0.002386929,0.002225044,0.4476726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002056008,"about_ca_system_score_gemma":0.002295173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004038834,"about_ca_topic_score_gemma":0.009807479,"domain_scores_codex":[0.999542,0.00005401717,0.00001193771,0.00007262042,0.0002656112,0.00005392946],"domain_scores_gemma":[0.9995632,0.00006448674,0.00001809832,0.00004992182,0.0001982647,0.0001060653],"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":[0.0000094531,0.00002852948,0.00004773348,0.0001143256,0.000001903696,0.00002276496,0.0001331545,0.00007162004,0.0001840191,0.02701126,0.8569231,0.1154521],"study_design_scores_gemma":[8.141003e-7,0.000002537051,0.00004234548,0.00008904689,7.561002e-7,0.00002146087,0.00005120496,0.00001751138,0.00003745092,0.003442565,0.9962922,0.000002061117],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001541512,0.003879626,0.001021795,0.001062716,0.002303356,0.00003401543,0.0003905507,0.0003482918,0.9908054],"genre_scores_gemma":[0.0006994403,0.001650792,0.0003606665,0.0003577171,0.0003339633,0.00002528581,0.0003122526,0.0002191441,0.9960407],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4711509,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02072318345438724,"score_gpt":0.2264102886547266,"score_spread":0.2056871052003393,"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."}}