{"id":"W2046179907","doi":"10.1016/j.aodf.2006.09.012","title":"Discovering the ClikRay System","year":2006,"lang":"en","type":"article","venue":"Alpha Omegan","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002829773,0.000804187,0.0007142656,0.001586417,0.001983894,0.005954712,0.003438496,0.002177272,0.01328933],"category_scores_gemma":[0.01219649,0.0009188951,0.0006789765,0.001582927,0.002168315,0.009301682,0.004798645,0.003162085,0.00585617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002125704,"about_ca_system_score_gemma":0.003102504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00806505,"about_ca_topic_score_gemma":0.007736051,"domain_scores_codex":[0.9972358,0.0005791779,0.00009783634,0.0005815404,0.001005289,0.0005004395],"domain_scores_gemma":[0.994926,0.001072957,0.0002069905,0.002384272,0.0009534969,0.0004564192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001723237,0.00035607,0.02179195,0.000660637,0.0001612963,0.001156816,0.001738553,0.01835415,0.01620577,0.3399891,0.1928959,0.4049665],"study_design_scores_gemma":[0.0002696328,0.0003295488,0.003746314,0.0002645619,0.0001845777,0.0008121789,0.001866615,0.2585631,0.0286353,0.2401238,0.4650286,0.000175841],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2425569,0.008591882,0.4744345,0.02125037,0.002122566,0.0006231748,0.005106491,0.0563182,0.1889959],"genre_scores_gemma":[0.7135752,0.002409302,0.2204687,0.002737463,0.000343933,0.0001551032,0.008586464,0.005367201,0.04635661],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01328933,"threshold_uncertainty_score":0.04445726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003967191632905619,"score_gpt":0.1792887058015433,"score_spread":0.1753215141686377,"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."}}