{"id":"W6891851472","doi":"10.48448/mf0n-cs72","title":"Implications of LLMs","year":2024,"lang":"ca","type":"other","venue":"Underline Science Inc.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vector Institute","funders":"","keywords":"","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","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002026678,0.0006424824,0.000715673,0.003023413,0.0002632863,0.0003416252,0.003014503,0.0003709877,0.01063223],"category_scores_gemma":[0.0004446632,0.0005942179,0.0002236968,0.008015989,0.007798113,0.0003323717,0.0009148674,0.00070218,0.1257339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007901244,"about_ca_system_score_gemma":0.003753152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002582174,"about_ca_topic_score_gemma":0.0004128298,"domain_scores_codex":[0.9943119,0.00007040808,0.0009948518,0.00185219,0.001664949,0.001105758],"domain_scores_gemma":[0.9955368,0.000110005,0.0007723533,0.00236642,0.0007494471,0.0004649502],"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":[0.00001162656,0.0006814798,0.0003174464,0.0006218853,0.0002061088,0.0000136534,0.0009274376,0.0001308753,0.1473602,0.351518,0.4789806,0.01923071],"study_design_scores_gemma":[0.0004912554,0.0003235976,0.001396837,0.00162713,0.000624559,0.00009710029,0.0006761842,0.006227932,0.004177746,0.0491222,0.9337428,0.001492679],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003201244,0.003277013,0.001130232,0.001785051,0.001831299,0.0009608129,0.00195115,0.0003946625,0.9883497],"genre_scores_gemma":[0.2852649,0.0002183083,0.01296422,0.0002788903,0.0009849098,0.00007078917,0.0001451601,0.001540229,0.6985326],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4547622,"threshold_uncertainty_score":0.9996509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03325271806510471,"score_gpt":0.3469743738167131,"score_spread":0.3137216557516084,"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."}}