{"id":"W4230334928","doi":"10.1090/spec/079/07","title":"Chapter G","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":[0.0002799394,0.001241331,0.000653637,0.002733088,0.001892055,0.006032825,0.0014003,0.001580242,0.6517876],"category_scores_gemma":[0.001471049,0.0003721354,0.0005419948,0.002650097,0.0006780742,0.003675413,0.002284037,0.002063127,0.5670633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001573114,"about_ca_system_score_gemma":0.00171947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003808782,"about_ca_topic_score_gemma":0.009815418,"domain_scores_codex":[0.9996642,0.0000341216,0.000008606747,0.00006236717,0.0001899169,0.00004075786],"domain_scores_gemma":[0.9996056,0.00006593669,0.0000145613,0.00004557598,0.0001678014,0.0001005982],"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":[0.000007982281,0.00002185247,0.00003413351,0.00008376188,0.000001323367,0.00001806079,0.00006575159,0.000043892,0.0001552534,0.01165316,0.9101152,0.07779962],"study_design_scores_gemma":[0.000001139958,0.000002730615,0.00005331151,0.00007522029,8.299522e-7,0.00002156637,0.00003876646,0.00001880041,0.00003662411,0.002793958,0.9969549,0.000002131503],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001303572,0.002544096,0.0008169872,0.0009068092,0.001934286,0.00003635118,0.0005113655,0.000393785,0.9927258],"genre_scores_gemma":[0.0004790694,0.001099231,0.0002623386,0.0003410054,0.0002464836,0.00002085818,0.0003656945,0.000218926,0.9969664],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3482124,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02073527014478816,"score_gpt":0.2262255912654893,"score_spread":0.2054903211207012,"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."}}