{"id":"W4409199590","doi":"10.22329/il.v45i1.8444","title":"Frustrated and Aware","year":2025,"lang":"fr","type":"article","venue":"Informal Logic","topic":"Epistemology, Ethics, and Metaphysics","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Regional Development Fund; Tartu Ülikool","keywords":"Political science; Sociology","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":[0.0002413921,0.0001864097,0.0002469397,0.00008387315,0.0004961795,0.0002081489,0.0001250609,0.0002580798,0.000666673],"category_scores_gemma":[0.00004440723,0.0001678842,0.00007929632,0.00005705121,0.001176655,0.0003823059,0.00008765154,0.000458578,0.0001948604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000195163,"about_ca_system_score_gemma":0.0001411147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007574435,"about_ca_topic_score_gemma":0.0005379188,"domain_scores_codex":[0.9990497,0.0000479424,0.0003222806,0.0001494679,0.00008509895,0.000345542],"domain_scores_gemma":[0.999396,0.0001265912,0.00008732976,0.0001638062,0.0001581762,0.00006809065],"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":[0.00001802805,0.00003879233,0.0005170466,0.0003956811,0.00007077296,0.00001235136,0.003997217,0.000009654272,0.000002934331,0.9772487,0.006456734,0.01123207],"study_design_scores_gemma":[0.000343965,0.0001546993,0.001840002,0.0001386456,0.00008588102,0.000008424807,0.004285389,0.0001946026,0.00004924748,0.04673909,0.9459655,0.0001945541],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05090333,0.01326846,0.0001399823,0.007551217,0.004150169,0.0002107472,0.0001354869,0.00008999756,0.9235506],"genre_scores_gemma":[0.6198512,0.001591726,0.00008064972,0.00615366,0.0006441166,0.00001147143,0.0000439399,0.000009699235,0.3716135],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9395088,"threshold_uncertainty_score":0.7299602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04706731336458759,"score_gpt":0.2870231179197723,"score_spread":0.2399558045551847,"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."}}