{"id":"W4235786133","doi":"10.1007/s003730200003","title":"Shattering News","year":2002,"lang":"en","type":"article","venue":"Graphs and Combinatorics","topic":"Computational Geometry and Mesh Generation","field":"Computer Science","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mathematics; Mathematical proof; Lemma (botany); Combinatorics; Algebraic number; Order (exchange); Interpretation (philosophy); Discrete mathematics; Combinatorial proof; 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":[],"consensus_categories":[],"category_scores_codex":[0.00004874709,0.00005990925,0.00005720449,0.00008514346,0.0001143132,0.0001158872,0.0001475238,0.00002272943,0.00001240384],"category_scores_gemma":[0.000005989522,0.00005885453,0.00002258014,0.0004115638,0.000009896603,0.0002185521,0.00007449331,0.00004668707,0.00001515249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005728802,"about_ca_system_score_gemma":0.000002950046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003686178,"about_ca_topic_score_gemma":5.616875e-7,"domain_scores_codex":[0.9995294,0.00001241964,0.00008219292,0.00015985,0.0001125611,0.0001035655],"domain_scores_gemma":[0.9997313,0.00002298862,0.00002360672,0.0001350087,0.00003066232,0.00005646106],"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":[2.456642e-7,0.00003381943,0.001022429,0.000004709882,0.000003898671,0.000003988952,0.0001701105,0.00003771544,0.00007136146,0.9262872,0.002130702,0.07023387],"study_design_scores_gemma":[0.0006514924,0.0001688595,0.00963151,0.00001156317,0.000006402652,0.00005468293,0.00002753434,0.2026504,0.0004793868,0.7366452,0.04930889,0.0003641558],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5165942,0.003736928,0.4593231,0.003075988,0.001963725,0.0001756421,0.000001298444,0.0003779012,0.01475116],"genre_scores_gemma":[0.9970476,0.0001986081,0.002037333,0.0003303686,0.0000142225,0.000004090722,8.059981e-7,0.000002548855,0.0003644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4804534,"threshold_uncertainty_score":0.2400018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.018612892200937,"score_gpt":0.1983611266122935,"score_spread":0.1797482344113566,"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."}}