{"id":"W4254388704","doi":"10.1090/spec/079/09","title":"Chapter I","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":[0.0003861153,0.001155504,0.0006835464,0.002767707,0.002461571,0.006965593,0.00146412,0.001479665,0.5463978],"category_scores_gemma":[0.001862845,0.0003598178,0.0005057404,0.002704801,0.0008748493,0.004124566,0.002606859,0.002564166,0.4548559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002134034,"about_ca_system_score_gemma":0.002346467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003383439,"about_ca_topic_score_gemma":0.008621011,"domain_scores_codex":[0.999514,0.00005931555,0.00001353741,0.00008194175,0.0002706566,0.00006047061],"domain_scores_gemma":[0.999522,0.00007530768,0.00001917779,0.00005323274,0.0002092002,0.000121068],"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":[0.00000900443,0.00002755353,0.00004282663,0.0001150579,0.000001542226,0.00002028984,0.0001449909,0.0000528801,0.0001688114,0.02435377,0.8740785,0.1009848],"study_design_scores_gemma":[7.007736e-7,0.00000248181,0.00003902398,0.00007970972,6.386223e-7,0.0000199674,0.00005158761,0.00001444455,0.00003149992,0.0027533,0.9970048,0.000001888681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001594709,0.004103198,0.001081836,0.001252208,0.00270052,0.00004479551,0.0004186938,0.0003668731,0.9898725],"genre_scores_gemma":[0.0006784117,0.001820967,0.0004046778,0.0004299326,0.0004068749,0.00003260943,0.0003439341,0.0002287885,0.9956537],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4536022,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02065668321433986,"score_gpt":0.2261943850842854,"score_spread":0.2055377018699455,"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."}}