{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002062668,0.0007560899,0.0006091788,0.0004237342,0.0001432993,0.00008076934,0.0005729657,0.000594116,0.2022954],"category_scores_gemma":[0.0000131795,0.0007569192,0.0003536022,0.00002959445,0.0004027144,0.00008025502,0.000288433,0.0007033708,0.4330325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002895976,"about_ca_system_score_gemma":0.00004545023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004023169,"about_ca_topic_score_gemma":0.0002903403,"domain_scores_codex":[0.9974064,0.00001062072,0.0004171259,0.0008826703,0.0006395013,0.0006437265],"domain_scores_gemma":[0.9980325,0.00002520519,0.0003336876,0.001332292,0.00006548109,0.000210881],"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":[0.00006767613,0.00001544737,0.00001859312,0.00002573222,0.0001925924,0.0001920174,0.0001271717,1.689988e-7,0.00013263,0.8851085,0.1129637,0.001155751],"study_design_scores_gemma":[0.0002307959,0.0001445474,0.00005291507,0.0001115828,0.00009293188,0.00005634371,0.00000248181,0.000006946205,0.0003260094,0.1771645,0.8211007,0.0007103542],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001060175,0.0003996246,0.0000274414,0.0004829411,0.0008216492,0.0003865364,0.000341034,0.000674044,0.9967607],"genre_scores_gemma":[0.006311019,0.00005030197,0.0001903857,0.0002253898,0.002945984,0.000007856789,0.00009846067,0.0008216659,0.9893489],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7081369,"threshold_uncertainty_score":0.9994882,"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."}}