{"id":"W4231844378","doi":"10.21468/scipost.report.1077","title":"Report on 1710.09761v3","year":2019,"lang":"en","type":"peer-review","venue":"","topic":"Advanced Condensed Matter Physics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Mathematics","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":[0.0001100374,0.0004814507,0.0007950485,0.00004838406,0.00004273089,0.00003424255,0.0003717426,0.00008853896,0.009160805],"category_scores_gemma":[0.000007964728,0.0004182082,0.0003705485,0.0001103517,0.00002711029,0.00007943059,0.0001478738,0.0006580639,0.006623913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004812704,"about_ca_system_score_gemma":0.0002128011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009521802,"about_ca_topic_score_gemma":0.000001464974,"domain_scores_codex":[0.9979859,0.00002808917,0.0004701065,0.0007026148,0.0004488443,0.0003644608],"domain_scores_gemma":[0.9976487,0.00008776232,0.0004601178,0.001537053,0.0001754108,0.00009099214],"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":[0.000001477018,0.00004924119,0.00002867651,0.0004065021,0.00009919889,0.00002083175,0.000002139107,0.0000107188,0.000005633703,0.007119933,0.9800989,0.01215675],"study_design_scores_gemma":[0.0001391338,0.00002872857,0.00000675103,0.001298663,0.000102748,0.000004501002,0.00000309013,0.000003532762,0.0001336021,0.007968933,0.9898406,0.0004696679],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001141294,0.0008403531,0.006666871,0.01439146,0.00350221,0.0008545012,0.0003331427,0.0001073592,0.9732927],"genre_scores_gemma":[0.0003132836,0.00004410261,0.000460563,0.006249652,0.001881052,0.00008602696,0.003093366,0.0001021708,0.9877698],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0144771,"threshold_uncertainty_score":0.999827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02049942612279844,"score_gpt":0.3118730121496069,"score_spread":0.2913735860268085,"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."}}