{"id":"W4211175028","doi":"10.1016/j.tcs.2007.03.016","title":"Preface","year":2007,"lang":"en","type":"article","venue":"Theoretical Computer Science","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Mathematics; Computer science","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004662233,0.0001210575,0.0001126519,0.0001704702,0.0002792038,0.0001385332,0.001150244,0.00003184952,0.0002464936],"category_scores_gemma":[0.0001346677,0.00009582369,0.00003562245,0.001382532,0.007206811,0.0002845948,0.0004937891,0.0001569357,0.004340524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008947981,"about_ca_system_score_gemma":0.00006200041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001351107,"about_ca_topic_score_gemma":6.429528e-7,"domain_scores_codex":[0.9976889,0.00003765905,0.0001907992,0.0004767214,0.0008298258,0.0007760862],"domain_scores_gemma":[0.9986876,0.0002181273,0.00003397404,0.0005330553,0.0001499265,0.0003772743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001975481,0.00003866499,0.0001749925,0.000001311102,0.000001028067,0.00001223263,0.0001877352,0.0000295168,0.009237547,0.9775701,0.00009968578,0.0126275],"study_design_scores_gemma":[0.000799491,0.0005405521,0.04784519,0.00004999404,0.00001552773,0.0002013568,0.00003169164,0.1978736,0.2215187,0.5269179,0.003327609,0.000878464],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3282503,0.000007267774,0.6265931,0.00011188,0.0002912116,0.00009430551,0.000001089818,0.0002646559,0.04438616],"genre_scores_gemma":[0.933665,1.529553e-7,0.06583949,0.0003094853,0.0001530766,7.164872e-7,2.673058e-7,0.0000152066,0.00001655783],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6054147,"threshold_uncertainty_score":0.9964347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01017389285586698,"score_gpt":0.2804653583256055,"score_spread":0.2702914654697385,"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."}}