{"id":"W4253693262","doi":"10.1090/spec/079/15","title":"Chapter P","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":[0.0002057203,0.0007561345,0.0006093178,0.000423829,0.0001432168,0.00008071542,0.0005729421,0.0005940127,0.2033006],"category_scores_gemma":[0.00001322372,0.0007569262,0.0003536277,0.00002959253,0.0004027124,0.00008027584,0.0002884657,0.0007032949,0.4330282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002897113,"about_ca_system_score_gemma":0.00004551583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004074365,"about_ca_topic_score_gemma":0.0003003559,"domain_scores_codex":[0.997407,0.00001060995,0.0004171288,0.0008820501,0.0006391741,0.0006440222],"domain_scores_gemma":[0.9980332,0.00002536494,0.0003337061,0.001331431,0.00006543957,0.0002109038],"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":[0.00006844839,0.00001525036,0.00001876327,0.00002575893,0.0001928044,0.000192563,0.0001235992,1.688156e-7,0.0001326254,0.8828834,0.1151833,0.001163363],"study_design_scores_gemma":[0.0002317281,0.0001419844,0.00005341964,0.0001115582,0.00009291374,0.00005632846,0.000002383922,0.000007071287,0.0003246879,0.1770636,0.8212044,0.0007099753],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001055379,0.0003961796,0.00002738635,0.0004937867,0.0008209975,0.0003865868,0.0003409873,0.0006740536,0.9967545],"genre_scores_gemma":[0.006286115,0.00005043421,0.0001925519,0.0002261307,0.002945539,0.000007856223,0.00009846283,0.000821493,0.9893714],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7060211,"threshold_uncertainty_score":0.9994882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02074797593609966,"score_gpt":0.2264146274821772,"score_spread":0.2056666515460775,"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."}}