{"id":"W2607961321","doi":"10.1090/dimacs/069","title":"Graphs and Discovery","year":2007,"lang":"en","type":"book","venue":"DIMACS series in discrete mathematics and theoretical computer science","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"HEC Montréal","funders":"","keywords":"History; Computer science; Geography","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":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001438896,0.0004622462,0.0006594716,0.0004568477,0.0002844859,0.001418356,0.00177179,0.0002085054,0.000005858715],"category_scores_gemma":[0.0001238081,0.0003509439,0.00007985759,0.0004456517,0.007456147,0.001177301,0.002874244,0.0004201824,0.000004433884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005721287,"about_ca_system_score_gemma":0.000172342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002768565,"about_ca_topic_score_gemma":0.000006564393,"domain_scores_codex":[0.9969847,0.00002857149,0.0005666288,0.001020833,0.0007171133,0.0006821868],"domain_scores_gemma":[0.9980299,0.0005484873,0.0001766286,0.0009340266,0.00009080178,0.0002201621],"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":[0.000004838385,0.00002371878,0.00002183929,0.0001664298,0.000008457634,0.00006364718,0.000776623,0.000001502093,0.000007762941,0.9929072,0.0000547524,0.005963289],"study_design_scores_gemma":[0.0001699794,0.0001620799,0.0001500175,0.000357609,0.00001281295,0.0001675125,0.00004091506,0.03126264,0.00009952963,0.9666225,0.0004814992,0.0004728681],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00389319,0.000936281,0.8298592,0.0006456696,0.0007384887,0.0004556677,0.00001141596,0.0001988927,0.1632612],"genre_scores_gemma":[0.1658229,0.001521425,0.8167541,0.0009005727,0.0002019111,0.00003025125,0.00001148026,0.0000893125,0.01466807],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1619297,"threshold_uncertainty_score":0.9998943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009241024057159654,"score_gpt":0.2428785634756622,"score_spread":0.2336375394185026,"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."}}