{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003308736,0.00006093597,0.00005582095,0.00001818281,0.00005960848,0.000008327966,0.00005050347,0.0001514865,0.00001768682],"category_scores_gemma":[0.0001092739,0.00004765914,0.00003113259,0.0000191912,0.00004463525,0.000002998804,0.00003352227,0.00003804039,0.000003362584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004061215,"about_ca_system_score_gemma":0.000009561163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007915117,"about_ca_topic_score_gemma":0.000025785,"domain_scores_codex":[0.9995604,0.00001144631,0.00009439116,0.000177312,0.00003299485,0.0001235218],"domain_scores_gemma":[0.9997327,0.00005452053,0.00003106187,0.0001007144,0.00003561801,0.00004544053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002972906,0.00005739884,0.002712106,0.000004371982,0.00002188754,5.787785e-7,0.000006070164,0.000009971266,0.9740844,0.00153602,0.003382527,0.01788739],"study_design_scores_gemma":[0.001510589,0.002864854,0.2881956,0.000005668978,0.00002934271,0.00004921955,0.00006458389,0.0003298083,0.5061307,0.009835383,0.1905009,0.0004833635],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5783387,0.00008544388,0.4200652,0.0004381716,0.00005247347,0.0001342899,0.000003707664,0.00001373852,0.0008683423],"genre_scores_gemma":[0.9424094,0.00003097045,0.05644284,0.0003328648,0.0001909839,0.00000521054,0.00003376199,0.000006139792,0.0005478482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4679537,"threshold_uncertainty_score":0.1943484,"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."}}