{"id":"W2780059746","doi":"10.3917/r2050.063.0153","title":"perFORMance","year":2017,"lang":"en","type":"article","venue":"Roman 20-50","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Materials 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001895409,0.0001236957,0.0001295812,0.00004855,0.0005507971,0.0001349997,0.0006098883,0.00005329417,0.0004701732],"category_scores_gemma":[0.00004704249,0.0001168461,0.00004846393,0.00002817779,0.0001020059,0.000392259,0.0001529898,0.0001177884,0.05481767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005183876,"about_ca_system_score_gemma":0.00002665023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009213293,"about_ca_topic_score_gemma":0.0000884847,"domain_scores_codex":[0.9991205,0.00001589824,0.0001152585,0.000214573,0.000217889,0.0003159154],"domain_scores_gemma":[0.9985824,0.000008907091,0.000134379,0.001150966,0.00002921517,0.00009410794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001552695,0.0002503522,0.4245694,0.0001108979,0.000103676,0.00006346029,0.0007481609,0.00008373618,0.08536209,0.001966884,0.4667282,0.01985785],"study_design_scores_gemma":[0.0003685117,0.00005087652,0.6098499,0.00003294157,0.0000133173,0.00001107947,0.000008146084,0.002236217,0.002602017,0.00006912393,0.3845756,0.0001822449],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7984604,0.00005289198,0.000003762186,0.0001636569,0.0001969811,0.00008310598,0.00001944114,0.000148212,0.2008716],"genre_scores_gemma":[0.9876325,0.000007960259,0.0003240636,0.00005946071,0.0002466944,0.000009609603,0.000009526302,0.00006250543,0.01164765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1892239,"threshold_uncertainty_score":0.9459183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02234869190105202,"score_gpt":0.2688809970155294,"score_spread":0.2465323051144774,"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."}}