{"id":"W4239353707","doi":"10.1017/cbo9780511794797.016","title":"Retrospect and Prospect","year":2010,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Industrial Revolution; Computation; Transformation (genetics); Geography; Environmental ethics; Computer science; Philosophy; Archaeology; Biology; Algorithm","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":[0.002531634,0.0007254899,0.0004865034,0.001553299,0.003055074,0.009275004,0.001115849,0.003803929,0.0230821],"category_scores_gemma":[0.01172179,0.0002875468,0.0003733819,0.001714677,0.01063246,0.01676331,0.002718366,0.007374508,0.01128233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002989723,"about_ca_system_score_gemma":0.002899539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003198122,"about_ca_topic_score_gemma":0.005461784,"domain_scores_codex":[0.9984062,0.000572587,0.00005694054,0.0002987318,0.0005519844,0.0001135155],"domain_scores_gemma":[0.9955903,0.002263788,0.000189371,0.0004840089,0.0009863951,0.0004861412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004111733,0.00001318589,0.0001508208,0.0002118858,0.000006686524,0.00009758874,0.0009078811,0.0001254751,0.00008920852,0.3805947,0.5766826,0.04107894],"study_design_scores_gemma":[0.000001582561,0.000003808827,0.00005410496,0.0001705884,9.677914e-7,0.00008876796,0.0003655336,0.00002175716,0.00003028539,0.03698632,0.9622716,0.000004708906],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002027853,0.1923989,0.003670465,0.5005075,0.05496824,0.00001426402,0.0004297253,0.0001799772,0.2458031],"genre_scores_gemma":[0.09105183,0.1922112,0.004051581,0.2710288,0.06028361,0.00007226199,0.0005814418,0.0006215828,0.3800977],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0230821,"threshold_uncertainty_score":0.07721734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01623948237073112,"score_gpt":0.1860946590560308,"score_spread":0.1698551766852997,"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."}}