{"id":"W4410204956","doi":"10.5840/symposium20252911","title":"Introduction","year":2025,"lang":"en","type":"article","venue":"Symposium","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001197712,0.00005482049,0.00005806569,0.0001102819,0.00004235787,0.0000217016,0.00007874827,0.00002892518,0.0003216003],"category_scores_gemma":[0.00002678956,0.00005433413,0.00002559613,0.0003517978,0.00002818438,0.00007899837,0.0000306025,0.00006031247,0.01409358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007891193,"about_ca_system_score_gemma":0.00002903157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001294186,"about_ca_topic_score_gemma":0.000004822565,"domain_scores_codex":[0.9995289,0.00002723581,0.00008210845,0.0001640703,0.00007404747,0.0001236425],"domain_scores_gemma":[0.999662,0.000008618445,0.00001764993,0.0002508607,0.00004242942,0.00001844945],"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":[0.0000168391,0.0000247653,0.0006323187,0.00000738084,0.0000130572,5.464013e-7,0.00003752468,0.00005667727,0.4081852,0.0290953,0.5616912,0.0002392046],"study_design_scores_gemma":[0.0001825201,0.00001087462,0.001868061,0.000005037696,0.00001762324,0.000002182077,0.00002251805,0.00009925874,0.08020674,0.001242807,0.9162795,0.00006291278],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09107922,0.0001454077,0.0006828479,0.04705805,0.00437575,0.000278219,0.00001128938,0.0008074974,0.8555617],"genre_scores_gemma":[0.8993396,0.000004981596,0.0002915761,0.0002728776,0.001177187,0.00001421878,0.00001900669,0.0000251164,0.0988555],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8082603,"threshold_uncertainty_score":0.9866741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004663830180869481,"score_gpt":0.2404980812511971,"score_spread":0.2358342510703276,"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."}}