{"id":"W27408851","doi":"","title":"Flow-based Organization of Perfusable Soft Material in Three Dimensions","year":2010,"lang":"en","type":"dissertation","venue":"Masters Thesis","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Flow (mathematics); Materials science; Biomedical engineering; Computer science; Medicine; Mechanics; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001123485,0.0002057148,0.0003119054,0.0003493431,0.000046493,0.00004340599,0.0001478537,0.0003536757,0.001870715],"category_scores_gemma":[0.00003989731,0.0002209542,0.00003938029,0.0003951504,0.00002478393,0.00007945421,0.00000931038,0.0001561784,0.00003514945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004125393,"about_ca_system_score_gemma":0.00006085178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002915097,"about_ca_topic_score_gemma":0.0001348046,"domain_scores_codex":[0.9990612,0.00001962447,0.0004549951,0.0001625006,0.0001427974,0.0001588811],"domain_scores_gemma":[0.9994194,0.00003558068,0.0001104258,0.0002626949,0.000152788,0.00001913364],"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":[0.00006531429,0.00001917404,0.001797336,0.00068891,0.00006768544,0.000003309628,0.0004451611,0.008745116,0.9764711,0.0004586424,0.0002198002,0.01101851],"study_design_scores_gemma":[0.0004319448,0.00002095123,0.002851201,0.0003074696,0.0000911077,0.000002339823,0.0003829574,0.01036064,0.9841229,0.0003644456,0.0005853474,0.000478697],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946848,0.00001175318,0.0005448185,0.00001177046,0.002720757,0.0001906954,0.00008150439,0.0001166737,0.00163729],"genre_scores_gemma":[0.994531,0.000008129338,0.004096242,0.00001662957,0.0001201676,0.00002930887,0.0009097992,0.00008591267,0.0002027884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01053981,"threshold_uncertainty_score":0.9990417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006036882098413967,"score_gpt":0.1919420032346097,"score_spread":0.1859051211361958,"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."}}