{"id":"W4255024726","doi":"10.1016/j.procs.2013.06.122","title":"Preface","year":2013,"lang":"en","type":"article","venue":"Procedia Computer Science","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004150677,0.0001225411,0.00009607583,0.0001723803,0.0002094424,0.0004229441,0.001146351,0.00002105399,0.0001269706],"category_scores_gemma":[0.00007389781,0.0001026512,0.00002272715,0.001442105,0.0005649604,0.001711365,0.0004418624,0.00009601774,0.02584851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007385403,"about_ca_system_score_gemma":0.0002381813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002505728,"about_ca_topic_score_gemma":0.000001357401,"domain_scores_codex":[0.9981304,0.00001108776,0.0001425789,0.0005357519,0.0006359449,0.0005441926],"domain_scores_gemma":[0.9988897,0.00003083456,0.00006015262,0.0003829881,0.0003850597,0.0002512929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001127199,0.0005264608,0.06357,0.0001205715,0.00001941447,0.00001197512,0.008240269,0.001822187,0.3659341,0.01582364,0.1510862,0.3928339],"study_design_scores_gemma":[0.0004448807,0.0001603583,0.2405868,0.00004148815,0.000005374175,0.00008212096,0.00002044651,0.7035453,0.04126472,0.005783317,0.007405591,0.0006596266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9229351,0.00005082482,0.06709228,0.0005278972,0.0008490672,0.000656533,0.000001738404,0.0007697746,0.007116763],"genre_scores_gemma":[0.9062689,6.404886e-7,0.09298863,0.0003634428,0.0001784331,0.00004772657,3.633905e-7,0.00001671378,0.0001351716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7017231,"threshold_uncertainty_score":0.97491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0108126264875339,"score_gpt":0.2298942115467274,"score_spread":0.2190815850591935,"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."}}