{"id":"W4413719202","doi":"10.3390/appliedmath5030109","title":"Intensional Conceptualization Model and Its Language for Open Distributed Environments","year":2025,"lang":"en","type":"article","venue":"AppliedMath","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Conceptualization; Computer science; Modeling language; Programming language; Artificial intelligence; Software","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":[],"consensus_categories":[],"category_scores_codex":[0.00008416254,0.00006284679,0.00009732565,0.00002040775,0.00007385061,0.00007922071,0.0004106227,0.00003353154,0.000001742537],"category_scores_gemma":[0.00003042058,0.00005383608,0.00001206684,0.00006122381,0.00002235862,0.0001410733,0.0004678034,0.00002425779,0.000004737883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001301346,"about_ca_system_score_gemma":0.00002312407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004077236,"about_ca_topic_score_gemma":0.000002395114,"domain_scores_codex":[0.999529,0.000006487984,0.00009156537,0.000208007,0.00005959822,0.0001053326],"domain_scores_gemma":[0.9997234,0.00006040669,0.00002921672,0.0001542091,0.00001169151,0.00002108723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008736876,0.00002568479,0.00006975195,0.00001110974,0.00001073905,8.447736e-7,0.0004483117,0.0004073474,0.00270531,0.9896844,0.002561776,0.004065986],"study_design_scores_gemma":[0.0007805377,0.00001853211,0.001563894,0.00001892602,0.00001043379,0.000001697313,0.0003059692,0.9514598,0.005883763,0.03654002,0.003290272,0.000126108],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02296404,0.0002295,0.9750696,0.0005507463,0.00005272963,0.0003454625,0.00001725167,0.00003865271,0.0007319553],"genre_scores_gemma":[0.9797909,0.00001260752,0.01856017,0.0009062589,0.00000609377,0.00007095193,0.00003536864,0.000002689575,0.0006149996],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9568268,"threshold_uncertainty_score":0.2195371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02524895224577713,"score_gpt":0.2927643953701289,"score_spread":0.2675154431243518,"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."}}