{"id":"W7098480595","doi":"","title":"Relational Analogy and Abstraction for Design Reuse","year":2007,"lang":"en","type":"article","venue":"","topic":"Biological Activity of Diterpenoids and Biflavonoids","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reuse; Abstraction; Analogy; Matching (statistics); Similarity (geometry); Domain (mathematical analysis); Focus (optics); Process (computing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003764625,0.0006223874,0.0005287832,0.002442853,0.001973954,0.005067436,0.001512546,0.001688539,0.0175737],"category_scores_gemma":[0.0174651,0.0007632999,0.001513689,0.00174489,0.007101998,0.01341426,0.005564088,0.002506392,0.001902592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003608793,"about_ca_system_score_gemma":0.002234906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004562441,"about_ca_topic_score_gemma":0.003852363,"domain_scores_codex":[0.9958735,0.001825695,0.0003596906,0.000661701,0.001041041,0.0002383091],"domain_scores_gemma":[0.9897764,0.004992274,0.0006425704,0.003537502,0.0007732461,0.0002781519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000215804,0.00001762213,0.0005044559,0.00009945379,0.00001599116,0.0001166639,0.001058032,0.003835477,0.0005441763,0.9522649,0.002254279,0.03926738],"study_design_scores_gemma":[0.00001991835,0.00002487807,0.0003192131,0.00008499374,0.00002901161,0.0002866942,0.0003841906,0.02160694,0.0007525527,0.9239713,0.05249887,0.00002140751],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01781212,0.002170057,0.8614929,0.005120509,0.0001442836,0.0001605266,0.0001327343,0.00134005,0.1116269],"genre_scores_gemma":[0.5711091,0.001733124,0.40549,0.0006947098,0.0001668389,0.0002883172,0.0003321182,0.0003278172,0.01985784],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0175737,"threshold_uncertainty_score":0.05878991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04791121867962183,"score_gpt":0.2796633899238127,"score_spread":0.2317521712441908,"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."}}