{"id":"W4385884614","doi":"10.1007/978-981-99-2240-6_8","title":"Propositions for Quantification Theory","year":2023,"lang":"en","type":"book-chapter","venue":"Behaviormetrics","topic":"Optimal Experimental Design Methods","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Epistemology; Management science; Computer science; Philosophy; 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":[0.005001504,0.00151064,0.001370367,0.002836921,0.002647232,0.006358019,0.001820854,0.002212517,0.02842999],"category_scores_gemma":[0.00991543,0.001093749,0.001118339,0.003222927,0.01552577,0.01465834,0.003233735,0.005527642,0.005754801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005068492,"about_ca_system_score_gemma":0.001542183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001767597,"about_ca_topic_score_gemma":0.001486923,"domain_scores_codex":[0.9958363,0.002244936,0.0001427269,0.0005683708,0.001073751,0.0001339952],"domain_scores_gemma":[0.9953598,0.003431951,0.0001429641,0.000538401,0.0004415374,0.00008530651],"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":[0.000001044732,0.000002320108,0.000005428898,0.00001631199,0.000001317459,0.000002029459,0.00003794555,0.0001099692,0.00001161985,0.9936697,0.002656413,0.0034859],"study_design_scores_gemma":[8.098286e-7,9.116434e-7,0.000009415769,0.00001268139,9.520678e-7,0.000003987333,0.00001127411,0.000255826,0.00001735959,0.9901198,0.009565366,0.000001519098],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001777482,0.00710404,0.4820152,0.01049894,0.0007480608,0.0000934571,0.0004625295,0.0003772734,0.4969229],"genre_scores_gemma":[0.2682595,0.01211539,0.3518398,0.009206005,0.003876843,0.001657356,0.001088608,0.001201206,0.3507552],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02842999,"threshold_uncertainty_score":0.09510779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5321277403936201,"score_gpt":0.5207459977069897,"score_spread":0.01138174268663039,"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."}}