{"id":"W2952930798","doi":"10.48550/arxiv.1308.2843","title":"The robber strikes back","year":2013,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Carleton University; St. Francis Xavier University","funders":"","keywords":"Bipartite graph; Combinatorics; Vertex (graph theory); Graph; Mathematics; Discrete 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004131629,0.0002942304,0.0002335464,0.0001716099,0.0004111578,0.0003677102,0.004927399,0.0002171104,0.0001268255],"category_scores_gemma":[0.00006119618,0.0002446088,0.0002168348,0.0006787006,0.0003612656,0.0005192087,0.004855078,0.0009289006,0.001515406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000153714,"about_ca_system_score_gemma":0.0001806356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006630322,"about_ca_topic_score_gemma":0.00002440243,"domain_scores_codex":[0.9977214,0.0003069046,0.0001718766,0.001044319,0.0001529888,0.0006024648],"domain_scores_gemma":[0.9964442,0.0004729762,0.0001778201,0.002436795,0.0002590087,0.0002092425],"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":[0.00001587116,0.00003439779,0.0004334791,0.00002612291,0.00007487188,0.00006107251,0.00007800193,0.05760725,0.00004096647,0.9370018,0.002539973,0.002086235],"study_design_scores_gemma":[0.0002815723,0.00004006142,0.0004230899,0.00004151421,0.00001395677,0.000003468845,0.0000660031,0.1957677,0.0003466568,0.7893383,0.01323909,0.0004386012],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09852579,0.0003522057,0.8803364,0.0007157663,0.001068204,0.0008428779,0.00001176302,0.0003447804,0.01780222],"genre_scores_gemma":[0.9699742,0.0006461923,0.002332303,0.00007394516,0.00007849327,0.000002748759,0.000004573655,0.00002392124,0.02686368],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8780041,"threshold_uncertainty_score":0.999262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08252482297315175,"score_gpt":0.2111936004055462,"score_spread":0.1286687774323944,"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."}}