{"id":"W4211242391","doi":"10.1016/s0166-218x(03)00362-7","title":"Preface","year":2003,"lang":"en","type":"article","venue":"Discrete Applied Mathematics","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Mathematics; Combinatorics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00040839,0.0002602369,0.0002971475,0.00006990851,0.0001053105,0.00006203857,0.0002518815,0.00008639607,0.0006119001],"category_scores_gemma":[0.0001241101,0.0002258874,0.00007767631,0.0003140061,0.00009184874,0.00007128763,0.00004841881,0.0001556651,0.01246336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005709762,"about_ca_system_score_gemma":0.00003760999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.006804e-7,"about_ca_topic_score_gemma":0.000001733312,"domain_scores_codex":[0.9984968,0.00001800677,0.0003518177,0.0002889437,0.000402613,0.0004418404],"domain_scores_gemma":[0.9988223,0.00010019,0.0001634328,0.0007413033,0.00003407457,0.0001387006],"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":[0.000005250489,0.0001185012,0.00001466624,0.00009722382,0.00003705138,0.000002254091,0.00129217,0.00004863345,0.04384587,0.9510999,0.003338133,0.0001002953],"study_design_scores_gemma":[0.002443839,0.00006111741,0.0001107679,0.00009331429,0.0002697927,0.0000695472,0.006027318,0.001628735,0.2486743,0.6238521,0.1150506,0.001718629],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07160234,0.00005318921,0.02726047,0.00002113331,0.00006482184,0.0007223925,0.00003099075,0.0005375673,0.8997071],"genre_scores_gemma":[0.8287881,0.000003741724,0.1693914,0.00007290643,0.00002778259,0.0001325463,0.00001617534,0.000183154,0.001384189],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8983229,"threshold_uncertainty_score":0.9883056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01846363858054398,"score_gpt":0.2565264408918479,"score_spread":0.2380628023113039,"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."}}