{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004779832,0.0008367299,0.0006711365,0.002229866,0.001273879,0.005221619,0.002931621,0.001675463,0.004043624],"category_scores_gemma":[0.005301412,0.000639161,0.002207286,0.002101416,0.004045189,0.01128659,0.003697842,0.004032531,0.001023085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002260242,"about_ca_system_score_gemma":0.002993008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003447593,"about_ca_topic_score_gemma":0.003076193,"domain_scores_codex":[0.9968549,0.001107064,0.0003878504,0.0005918376,0.0008244548,0.0002338668],"domain_scores_gemma":[0.9974834,0.001008966,0.0002773803,0.0006861495,0.0003878751,0.0001562199],"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":[0.000007452675,0.00001524896,0.0001055866,0.0000452083,0.000008997919,0.0000692653,0.000330625,0.002933571,0.0003735186,0.9860992,0.00100093,0.00901032],"study_design_scores_gemma":[0.00002335037,0.00003404935,0.0001857889,0.0001486772,0.00003605319,0.0003721691,0.0003597636,0.07393761,0.001529812,0.7933356,0.1299985,0.00003859409],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002536798,0.0003157229,0.9873129,0.0009650163,0.00008082038,0.00009679014,0.0001744647,0.0004901768,0.008027324],"genre_scores_gemma":[0.1248854,0.0007698493,0.8673643,0.0008958949,0.0001378711,0.0006993839,0.0008329444,0.0001975551,0.004216763],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005221619,"threshold_uncertainty_score":0.02527845,"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."}}