{"id":"W7116797904","doi":"10.22329/il.v45i4.9675","title":"Generalizations in Analogical Argument","year":2025,"lang":"en","type":"article","venue":"Informal Logic","topic":"Multi-Agent Systems and Negotiation","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China Scholarship Council","keywords":"Generalization; Argument (complex analysis); Analogical reasoning; Context (archaeology); Similarity (geometry); Analogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000153653,0.0000587015,0.00007847901,0.0001457553,0.00005589737,0.00006753624,0.0002692649,0.00004469351,0.00002511679],"category_scores_gemma":[0.00001979667,0.00004619551,0.00003620469,0.000409938,0.000008777204,0.0003388785,0.0001059826,0.00005108897,0.00005879125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003314641,"about_ca_system_score_gemma":0.00003168835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005109394,"about_ca_topic_score_gemma":0.00004190657,"domain_scores_codex":[0.9993935,0.00002247627,0.0002306102,0.00010974,0.00009990276,0.0001438329],"domain_scores_gemma":[0.9997174,0.00001724858,0.00004036681,0.0001745343,0.00002529054,0.0000251819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000015979,0.00004397883,0.01879787,0.00001132037,0.000005568142,0.000004987513,0.000248458,0.006173175,0.0001024386,0.9665313,0.0008746332,0.007204609],"study_design_scores_gemma":[0.0008254834,0.00007000162,0.5201074,0.00004446539,0.000003940823,0.000005882026,0.00004029445,0.4289322,0.000471377,0.007359291,0.04190272,0.0002369019],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05063969,0.0001038088,0.896755,0.000858276,0.0004731405,0.0002176142,0.000001091942,0.0001031716,0.05084824],"genre_scores_gemma":[0.9929466,0.00001190766,0.00493694,0.001297366,0.00001715345,0.00001972859,0.000005846805,8.194105e-7,0.0007636331],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9591721,"threshold_uncertainty_score":0.1883798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02233805115545924,"score_gpt":0.2749095776695484,"score_spread":0.2525715265140892,"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."}}