{"id":"W4252625169","doi":"10.2139/ssrn.3643920","title":"Irksome Assertion","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Epistemology, Ethics, and Metaphysics","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Assertion; Computer science; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002375829,0.0005150764,0.0008031091,0.001415469,0.003876776,0.00612803,0.001801106,0.006956246,0.08198445],"category_scores_gemma":[0.01043372,0.0003212196,0.0007368364,0.0007577636,0.006118674,0.007027453,0.003885671,0.01055215,0.02566399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002191814,"about_ca_system_score_gemma":0.001630662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002816491,"about_ca_topic_score_gemma":0.002880007,"domain_scores_codex":[0.9979322,0.0003906615,0.0000972143,0.0006988444,0.0006140946,0.0002670696],"domain_scores_gemma":[0.9978119,0.0008293782,0.00013528,0.0003420852,0.0007373533,0.0001441268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004895515,0.00002503448,0.0001945956,0.00005833088,0.000009880383,0.0001238699,0.0007037091,0.00003613074,0.0001701019,0.8347224,0.1555716,0.008335303],"study_design_scores_gemma":[0.00002927274,0.00001208741,0.0004245194,0.0001649123,0.00001618155,0.000208261,0.0007239802,0.0002032764,0.0003587171,0.2687143,0.7291237,0.00002088141],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003384636,0.002629268,0.003598011,0.1931471,0.0140338,0.00003806873,0.0004603665,0.0001901985,0.7825186],"genre_scores_gemma":[0.1544046,0.002577357,0.004950359,0.1718901,0.01501073,0.00025789,0.0004202884,0.0002449684,0.6502438],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08198445,"threshold_uncertainty_score":0.2742653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04889217102827129,"score_gpt":0.2510985211568835,"score_spread":0.2022063501286122,"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."}}