{"id":"W2947691160","doi":"","title":"Productive and Profitable Cluster Hire.","year":2019,"lang":"en","type":"article","venue":"The Florida AI Research Society","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University; University of Windsor","funders":"","keywords":"Cluster (spacecraft); Business; Computer science; Industrial organization; Computer network","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003610899,0.0001488032,0.0001750844,0.00006749029,0.0004322369,0.000375268,0.002176871,0.0001048442,0.00001000314],"category_scores_gemma":[0.0002270504,0.00009780956,0.00007034031,0.001408915,0.0003452834,0.0005795439,0.00339133,0.0009224934,0.0004511141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001486757,"about_ca_system_score_gemma":0.0001515101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005432086,"about_ca_topic_score_gemma":0.000005146309,"domain_scores_codex":[0.9971619,0.0001910308,0.00014391,0.0006786383,0.0009454328,0.0008791063],"domain_scores_gemma":[0.9975895,0.0003566396,0.00002915996,0.001527873,0.0003918316,0.0001049502],"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":[0.00003913481,0.00005885748,0.00369678,0.00009455007,0.0001172672,0.000005193448,0.01218245,0.000310483,0.004816931,0.0488008,0.9007518,0.02912575],"study_design_scores_gemma":[0.002146482,0.001588704,0.02762118,0.0002396725,0.00001956885,0.00009161869,0.005757011,0.1709183,0.04233821,0.1535653,0.5941842,0.001529829],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7143447,0.0007767171,0.01769677,0.2580968,0.001009142,0.003261953,0.000005750427,0.0009030558,0.003905117],"genre_scores_gemma":[0.9436692,0.0001451911,0.02931416,0.002314322,0.000595634,0.0003765286,0.000001962842,0.0000359428,0.02354704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3065676,"threshold_uncertainty_score":0.5798309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03312188254979023,"score_gpt":0.3313306282493884,"score_spread":0.2982087456995982,"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."}}