{"id":"W2296267519","doi":"10.7155/jgaa.00389","title":"Constructive algorithms for the partial directed weighted improper coloring problem","year":2016,"lang":"en","type":"article","venue":"Journal of Graph Algorithms and Applications","topic":"graph theory and CDMA systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Polytechnique Montréal","funders":"","keywords":"Constructive; Computer science; Algorithm; Mathematics; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003217305,0.001764139,0.001196385,0.001717914,0.001095364,0.002525624,0.003403106,0.001824525,0.004159599],"category_scores_gemma":[0.01201297,0.0007189832,0.001458081,0.002735824,0.002122853,0.00282487,0.002966247,0.00267005,0.001020777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002188852,"about_ca_system_score_gemma":0.002695284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002545505,"about_ca_topic_score_gemma":0.003446258,"domain_scores_codex":[0.9970185,0.001403309,0.0001228142,0.0004457048,0.0006879328,0.0003218733],"domain_scores_gemma":[0.9906644,0.006411899,0.0005497888,0.001234883,0.0008361097,0.000302986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001936131,0.000308644,0.00068638,0.0002806321,0.0000686233,0.0001443588,0.0003253129,0.4451688,0.001925533,0.3445899,0.008315849,0.1979924],"study_design_scores_gemma":[0.0001174221,0.00006865884,0.0001011827,0.0000294644,0.00003068614,0.00009340274,0.00008803679,0.8442116,0.001797765,0.1480609,0.005380821,0.00002005021],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004647841,0.0001277489,0.9909609,0.0002028249,0.00003477312,0.000101377,0.00006605226,0.0004260173,0.003432423],"genre_scores_gemma":[0.1012582,0.0002822772,0.8949504,0.000162438,0.00009795325,0.0004162775,0.0003611369,0.0001790065,0.0022923],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004159599,"threshold_uncertainty_score":0.01701498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0102101369849156,"score_gpt":0.2204246536533684,"score_spread":0.2102145166684528,"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."}}