{"id":"W6966616962","doi":"10.48448/sk5j-8a51","title":"Multi-Target User Stance Discovery on Reddit","year":2024,"lang":"en","type":"other","venue":"Underline Science Inc.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Polling; Workflow; Social media; Natural (archaeology); Natural language; Dynamics (music); Natural language generation","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001148205,0.0007486349,0.000567403,0.00186517,0.0001795876,0.0008199692,0.001949893,0.0003250382,0.002101636],"category_scores_gemma":[0.000359183,0.0006174012,0.0001421216,0.002895884,0.002266636,0.0006637024,0.0004800437,0.0008944148,0.06529478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008275935,"about_ca_system_score_gemma":0.001024937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002161287,"about_ca_topic_score_gemma":0.001252773,"domain_scores_codex":[0.9940611,0.00006940907,0.0004586583,0.002112655,0.002152645,0.001145589],"domain_scores_gemma":[0.9974232,0.00006421253,0.000362256,0.001722703,0.0001184622,0.0003091761],"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":[0.00002246313,0.0002133281,0.00003858331,0.00009732522,0.00004360436,0.00009425799,0.00008308209,0.0001803349,0.003042723,0.004899854,0.9909073,0.0003771157],"study_design_scores_gemma":[0.0003999189,0.0001496361,0.00004535474,0.001110936,0.00004503654,0.000009330299,0.0001082907,0.00545261,0.0009250093,0.0009170468,0.9899221,0.0009147128],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001425008,0.003523553,0.004269797,0.0005192092,0.007001834,0.001293581,0.00466755,0.00280162,0.9757804],"genre_scores_gemma":[0.003690625,0.00006042605,0.03438636,0.0004040295,0.0009948562,0.00003990907,0.0001211182,0.001971322,0.9583313],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06319314,"threshold_uncertainty_score":0.9996277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02957016953578261,"score_gpt":0.3207682105638199,"score_spread":0.2911980410280373,"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."}}