{"id":"W4231447687","doi":"10.1007/978-0-387-26677-0_1","title":"Introduction","year":2004,"lang":"en","type":"book-chapter","venue":"Problem books in mathematics","topic":"Limits and Structures in Graph Theory","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Amateur; Sample (material); Computer science; Political science; Law; Physics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005489167,0.0008302353,0.0005709986,0.00172075,0.001473335,0.004809556,0.001602793,0.001670176,0.6038185],"category_scores_gemma":[0.002387729,0.0003121268,0.000520426,0.001654182,0.0006926183,0.003708838,0.002337141,0.001970649,0.4932863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001538116,"about_ca_system_score_gemma":0.002074588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001918702,"about_ca_topic_score_gemma":0.003096064,"domain_scores_codex":[0.9993473,0.00006992967,0.00002204291,0.0001343471,0.0003517843,0.00007465487],"domain_scores_gemma":[0.9990516,0.0001277575,0.00003688993,0.0001361117,0.000443311,0.0002042787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001750408,0.00003040843,0.00008487346,0.0001313999,0.000001814628,0.00002972317,0.0001155136,0.00009732126,0.0002806896,0.04760212,0.8359255,0.1156831],"study_design_scores_gemma":[0.000001360646,0.000004297402,0.00005738308,0.00004681939,7.997393e-7,0.00002203041,0.00003616383,0.00001980836,0.00005509454,0.005038547,0.9947159,0.000001827412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003115434,0.001740913,0.003046835,0.003118526,0.003732047,0.00007976839,0.001496474,0.0005238176,0.9859501],"genre_scores_gemma":[0.001333977,0.001220087,0.001057373,0.001058373,0.0007456761,0.00005415308,0.001222812,0.0002030354,0.9931045],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3961815,"threshold_uncertainty_score":0.5651047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02707885620460123,"score_gpt":0.2604642467785246,"score_spread":0.2333853905739234,"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."}}