{"id":"W3160702395","doi":"10.3233/ssw210007","title":"Chapter 4. A Logical Design Pattern for Change Over Time: Applications in Transportation Planning","year":2021,"lang":"en","type":"book-chapter","venue":"Studies on the semantic web","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Operations research; Engineering","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":[0.0007239739,0.000629272,0.0003958051,0.001318017,0.001105437,0.0030956,0.00131387,0.001330727,0.02035325],"category_scores_gemma":[0.001493166,0.0005596645,0.001306387,0.003465147,0.001466211,0.004503841,0.001092721,0.001669611,0.003792298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002074105,"about_ca_system_score_gemma":0.001481315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007490873,"about_ca_topic_score_gemma":0.01126549,"domain_scores_codex":[0.9995988,0.00009959067,0.00005682596,0.0001052575,0.0001123855,0.00002713548],"domain_scores_gemma":[0.9996277,0.000181595,0.000028553,0.00005729221,0.00008451765,0.00002028203],"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":[0.00002882916,0.00006770535,0.0004851138,0.000425646,0.00001858456,0.0001936103,0.001129914,0.004028314,0.001426182,0.7496309,0.06844641,0.1741186],"study_design_scores_gemma":[0.00001078428,0.00001756632,0.0004641168,0.0002512789,0.00002880213,0.0003600275,0.000433616,0.01118733,0.001409276,0.3544085,0.6314088,0.00001979772],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003410249,0.003635675,0.8322852,0.005495317,0.0009430517,0.0003195555,0.002031278,0.002009267,0.1498703],"genre_scores_gemma":[0.06288564,0.006224645,0.7688679,0.00166947,0.0004395947,0.0006798502,0.0036967,0.001213574,0.1543228],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02035325,"threshold_uncertainty_score":0.06808841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1416146585020617,"score_gpt":0.3146989504817186,"score_spread":0.1730842919796569,"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."}}