{"id":"W2220046779","doi":"10.52842/conf.ecaade.2015.2.573","title":"Cell-Based Venation Systems","year":2015,"lang":"en","type":"article","venue":"eCAADe proceedings","topic":"Greenhouse Technology and Climate Control","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Petiole (insect anatomy); Polygon mesh; Division (mathematics); Point (geometry); Computer science; Biology; Surface (topology); Order (exchange); Botany; Mathematics; Computer graphics (images); Genus; Geometry","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":[0.0002010361,0.00008198303,0.00009645968,0.00001219552,0.00008074038,0.00005334433,0.0001737957,0.0001249629,0.00002664631],"category_scores_gemma":[0.00004501905,0.00003178931,0.00002951965,0.0001908178,0.00002807157,0.0001042255,0.00002171783,0.00009365207,0.0001539473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002762924,"about_ca_system_score_gemma":0.000005844143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003560011,"about_ca_topic_score_gemma":0.000005846646,"domain_scores_codex":[0.9993953,0.000004890026,0.0001104403,0.0001636983,0.0001426742,0.000183047],"domain_scores_gemma":[0.9996907,0.00001982412,0.00006792996,0.00001705301,0.0001264915,0.00007802174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001929065,0.0004406419,0.1302743,0.00009260327,0.00002327661,0.00001249734,0.0004671584,0.00006895515,0.7408362,0.01101136,0.1040293,0.01255075],"study_design_scores_gemma":[0.004267033,0.003042148,0.09897447,0.0001902592,0.0001289286,0.00005891633,0.01029098,0.02343883,0.1489509,0.007167247,0.7016249,0.001865427],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882259,0.0002794193,0.000005951832,0.003074102,0.0001267771,0.000159827,0.000004179127,0.0003741024,0.007749698],"genre_scores_gemma":[0.9993504,0.000002887391,0.00002691497,0.0001694248,0.000129824,0.00003632901,0.000009031953,8.074651e-7,0.0002743955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5975956,"threshold_uncertainty_score":0.1978732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02535941955013332,"score_gpt":0.1890174341853971,"score_spread":0.1636580146352637,"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."}}