{"id":"W6996599476","doi":"","title":"Spring 2008 Cal Poly Professional Studio","year":2008,"lang":"en","type":"article","venue":"DigitalCommons - CalPoly (California State Polytechnic University)","topic":"Computational Drug Discovery Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Studio; Spring (device); Quarter (Canadian coin); Bridge (graph theory)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002829867,0.0004623751,0.0004732914,0.0009105362,0.0007132433,0.0001341405,0.002042163,0.0001458814,0.00002285159],"category_scores_gemma":[0.00008463167,0.0004920527,0.0003168795,0.002063361,0.0004176867,0.001533575,0.001828622,0.0005578694,0.0002912121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004590749,"about_ca_system_score_gemma":0.0007190923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002790306,"about_ca_topic_score_gemma":0.00008169689,"domain_scores_codex":[0.9966667,0.0002460137,0.0004707594,0.0008889571,0.0008381606,0.0008894547],"domain_scores_gemma":[0.997701,0.0004623159,0.0002315554,0.00096926,0.0001647063,0.0004711308],"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":[0.0008420188,0.004793205,0.1024877,0.0001811329,0.001175905,0.0114636,0.002380745,0.01442036,0.002440166,0.6116318,0.02351381,0.2246696],"study_design_scores_gemma":[0.005273293,0.0006152819,0.1302612,0.0002814578,0.0001057474,0.001312301,0.0003569646,0.08021996,0.006032033,0.009885595,0.7615896,0.004066483],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.236587,0.0004575248,0.7318808,0.001564962,0.0006760158,0.0005816863,0.0004977257,0.001375811,0.02637843],"genre_scores_gemma":[0.9698721,0.00006245745,0.02653737,0.0002734182,0.0000690247,0.000005664713,0.00003311449,0.00004074829,0.003106135],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7380759,"threshold_uncertainty_score":0.9997531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02277689357877199,"score_gpt":0.2405775210979278,"score_spread":0.2178006275191558,"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."}}