{"id":"W4391935658","doi":"10.1007/978-3-031-53468-3_4","title":"When Do We Need Graph Neural Networks for Node Classification?","year":2024,"lang":"en","type":"book-chapter","venue":"Studies in computational intelligence","topic":"Advanced Graph Neural Networks","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Mila - Quebec Artificial Intelligence Institute","funders":"","keywords":"Computer science; Artificial neural network; Artificial intelligence; Graph; Node (physics); Machine learning; Theoretical computer science; Engineering","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":[0.001843061,0.0006636686,0.001180143,0.001109794,0.0005225803,0.002498089,0.001850944,0.002401108,0.008223456],"category_scores_gemma":[0.01794295,0.0006373585,0.0005357149,0.001937477,0.001368578,0.01785567,0.0007698386,0.004139435,0.005454622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009430081,"about_ca_system_score_gemma":0.0007734277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004050579,"about_ca_topic_score_gemma":0.006993102,"domain_scores_codex":[0.9994091,0.0001801597,0.00002687806,0.0001512985,0.000164935,0.00006765157],"domain_scores_gemma":[0.9943424,0.003605998,0.0002010148,0.000629217,0.0009458668,0.0002754494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002251683,0.0001242939,0.003331183,0.0005678805,0.0001130765,0.00008974932,0.0001290238,0.01615741,0.002006842,0.1027164,0.1462765,0.7282624],"study_design_scores_gemma":[0.00003135524,0.00002745834,0.001192741,0.000197954,0.00004786979,0.0001129855,0.0002711326,0.1974085,0.002061176,0.7516914,0.04692573,0.00003169062],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02864421,0.02665869,0.7531064,0.1285109,0.005602602,0.0001446189,0.002091983,0.004722217,0.05051836],"genre_scores_gemma":[0.2916677,0.02017268,0.6282436,0.01501282,0.004602705,0.0002705572,0.002629327,0.00192708,0.03547361],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008223456,"threshold_uncertainty_score":0.02751017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1040764589206177,"score_gpt":0.3561510803505425,"score_spread":0.2520746214299248,"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."}}