{"id":"W6920518269","doi":"10.6084/m9.figshare.12233456.v1","title":"NOS","year":2020,"lang":"en","type":"article","venue":"Figshare","topic":"Reliability and Agreement in Measurement","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scale (ratio); Field (mathematics); Process (computing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002553181,0.00006129949,0.0001003245,0.00001896074,0.00005854176,0.0001460236,0.0006046065,0.00003005434,0.6861265],"category_scores_gemma":[0.01709868,0.00004187035,0.00007615329,0.0003180307,0.000003349161,0.0001289118,0.0001303299,0.00007905615,0.08712512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009050245,"about_ca_system_score_gemma":0.000031689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.569714e-7,"about_ca_topic_score_gemma":0.000001091066,"domain_scores_codex":[0.9982058,0.00006000025,0.0002451092,0.0002756832,0.001094218,0.00011918],"domain_scores_gemma":[0.9990261,0.0003214513,0.00006758922,0.000267979,0.0001858871,0.0001309778],"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":[0.000002929818,0.000008563244,0.000239215,0.000006163445,0.00000170194,0.000002730402,0.0001204974,0.00004636326,0.00008490175,0.00001857193,0.9903021,0.009166219],"study_design_scores_gemma":[0.00008520784,0.00003737624,0.004114649,0.00004639901,8.577816e-7,2.605707e-7,0.00007786632,0.0006778191,0.0007813898,0.0009414135,0.9931691,0.00006764705],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01157114,0.0008626968,0.0002305,0.09447224,0.0006748589,0.001904954,0.3900353,0.0006240234,0.4996243],"genre_scores_gemma":[0.9841181,6.74306e-7,0.000265305,0.009994936,0.0003913272,0.0000603659,0.004289091,0.000008153838,0.0008720193],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.972547,"threshold_uncertainty_score":0.9911807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5584769089976009,"score_gpt":0.4039155330399629,"score_spread":0.1545613759576381,"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."}}