{"id":"W6947838090","doi":"10.4224/8894882","title":"Hardware selection recommendations for the NRC Segment Wave Generator Control System","year":2005,"lang":"en","type":"report","venue":"NPARC","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software; Control system; VMEbus; Generator (circuit theory); Control (management); Selection (genetic algorithm); Digital control; Hardware architecture","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005404813,0.0002613174,0.0002738615,0.000037223,0.000293933,0.00006106662,0.0001674495,0.0004038469,0.0000935246],"category_scores_gemma":[0.00008798482,0.0002010634,0.0002791465,0.00004856381,0.00003066686,0.000002163301,0.00002350291,0.00018575,0.000005484165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000301432,"about_ca_system_score_gemma":0.0007018151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004991241,"about_ca_topic_score_gemma":0.0001996306,"domain_scores_codex":[0.9985617,0.0000620436,0.000372252,0.0004158583,0.0003177099,0.000270384],"domain_scores_gemma":[0.9986118,0.00003440441,0.0002037806,0.0003348724,0.0007469199,0.00006819952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001400181,0.00009870064,0.00007315663,0.0002777966,0.0007257754,0.000001295018,0.00003352557,0.0001541796,0.4574397,0.00009034591,0.4830889,0.05787665],"study_design_scores_gemma":[0.0006950129,0.0001609436,0.0000238172,0.00006004754,0.0002644786,0.00004582558,0.00004140833,0.002144281,0.03927032,0.000005414189,0.9570379,0.0002505361],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008304565,0.01310511,0.7929226,0.01306714,0.02504161,0.01155189,0.00802614,0.0004230506,0.127558],"genre_scores_gemma":[0.9232079,0.005201279,0.01269143,0.001367091,0.01882205,0.001929231,0.004113029,0.0002703418,0.0323976],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9149034,"threshold_uncertainty_score":0.819913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03862585617229444,"score_gpt":0.2687853789454642,"score_spread":0.2301595227731697,"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."}}