{"id":"W4395010243","doi":"10.1017/epi.2024.17","title":"Deep Agreements","year":2024,"lang":"en","type":"article","venue":"Episteme","topic":"Epistemology, Ethics, and Metaphysics","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Chemistry; Business","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":["insufficient_payload"],"category_scores_codex":[0.0002645704,0.0001237436,0.0001532742,0.00006455176,0.0001915695,0.0002139783,0.0001418917,0.00004863942,0.002278631],"category_scores_gemma":[0.00002069979,0.0001031177,0.0001199095,0.00003029104,0.0002921629,0.0001709639,0.00003678705,0.000200966,0.002766059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002993701,"about_ca_system_score_gemma":0.00003066298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000125172,"about_ca_topic_score_gemma":0.0007537114,"domain_scores_codex":[0.9991212,0.00005506205,0.0002099255,0.0002262011,0.0001641511,0.0002234032],"domain_scores_gemma":[0.9995494,0.00009895302,0.00003036593,0.000210996,0.00005560986,0.00005469413],"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":[0.000002543852,0.00002595584,0.0000449066,0.0001964122,0.00007576781,0.00003373614,0.01899173,0.000001373756,0.00003839489,0.9576132,0.01838475,0.004591249],"study_design_scores_gemma":[0.00008144882,0.00004275795,0.00004806084,0.00006301363,0.00003389307,0.000003245278,0.001098629,0.0002942189,0.00004696846,0.03972777,0.9584169,0.0001430868],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01054175,0.00516801,0.0007310721,0.003616044,0.008414683,0.0002045235,0.00002600329,0.0004280115,0.9708699],"genre_scores_gemma":[0.8281415,0.00004536676,0.00009293286,0.0008164486,0.002086733,0.00002009248,0.00002534751,0.00002884016,0.1687427],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9400322,"threshold_uncertainty_score":0.9986334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06704883959129587,"score_gpt":0.2843049394522583,"score_spread":0.2172560998609624,"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."}}