{"id":"W197109976","doi":"10.1007/978-3-642-24574-9_28","title":"Unintended Consequences of Class-Based Ontological Commitment","year":2011,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Ontology; Computer science; Domain (mathematical analysis); Class (philosophy); Semantics (computer science); Quality (philosophy); Property (philosophy); Knowledge management; Data science; Information retrieval; Artificial intelligence; Epistemology; Programming language; Mathematics","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"],"consensus_categories":[],"category_scores_codex":[0.000767761,0.0004984175,0.0008020768,0.0006206221,0.0001384585,0.0001538596,0.004370965,0.0003965315,0.00005603557],"category_scores_gemma":[0.0001593001,0.000381433,0.0001900932,0.0003817761,0.005446458,0.0002560575,0.0009179155,0.0006014371,0.00002403645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001736758,"about_ca_system_score_gemma":0.0008609268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001156791,"about_ca_topic_score_gemma":0.0001983018,"domain_scores_codex":[0.9965858,0.00006816856,0.0006656265,0.001235824,0.0008359866,0.0006085659],"domain_scores_gemma":[0.996985,0.0006249045,0.0004549074,0.001476544,0.0003165848,0.0001420645],"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":[0.00002901911,0.0001240114,0.0005271904,0.00007373277,0.00003171296,0.0003032628,0.0006360285,0.003097247,0.0004160003,0.6061566,0.0000410475,0.3885641],"study_design_scores_gemma":[0.0005827572,0.0009680362,0.0009684593,0.0006004506,0.00002232964,0.0001050137,7.613669e-7,0.09124691,0.02328078,0.8795686,0.001714535,0.0009413061],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001256454,0.0005684072,0.9831254,0.001832999,0.001308535,0.0003277314,0.000004340628,0.0001685115,0.01253847],"genre_scores_gemma":[0.6919632,0.00003111994,0.3064184,0.001365098,0.00007078143,0.000007842053,0.00000235128,0.00001266556,0.000128536],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6918375,"threshold_uncertainty_score":0.9998637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05036609004990111,"score_gpt":0.2696136301384846,"score_spread":0.2192475400885834,"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."}}