{"id":"W6986975304","doi":"","title":"Research viewpoints by IRC : technology roadmap unveiled at CABA conference","year":2002,"lang":"en","type":"article","venue":"NPARC","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Viewpoints; Technology roadmap; Technology forecasting; Key (lock)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007361548,0.0001350814,0.0002517036,0.0007267537,0.0005608393,0.0004684372,0.002377828,0.0001053482,0.02694129],"category_scores_gemma":[0.003290341,0.0001041912,0.00005949325,0.002538213,0.0004941819,0.0001772089,0.001926913,0.0003190472,0.02162636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001024361,"about_ca_system_score_gemma":0.00002566468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001889567,"about_ca_topic_score_gemma":0.00003153518,"domain_scores_codex":[0.9949108,0.0003255581,0.0005320752,0.001135142,0.002450368,0.0006461091],"domain_scores_gemma":[0.9964703,0.0006835323,0.0001219283,0.002021485,0.0005282722,0.0001744617],"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":[0.000003970845,0.0000595861,0.0007197072,0.00000182654,0.000004799038,0.0000119002,0.0001844777,0.000002990475,0.003708065,0.0032089,0.8375054,0.1545884],"study_design_scores_gemma":[0.000336712,0.0000735676,0.0004367357,0.00002069829,0.000003439406,0.00001047445,0.001034093,0.01492788,0.001873988,0.05449359,0.9266096,0.0001792636],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4751798,0.0003867565,0.00371674,0.03048277,0.001417769,0.0005003932,0.00007127129,0.0002979519,0.4879465],"genre_scores_gemma":[0.8987461,0.00003151721,0.001548988,0.000183132,0.00004078021,0.00001876777,0.000007350468,0.000008162672,0.0994152],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4235663,"threshold_uncertainty_score":0.9791354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3282812542376848,"score_gpt":0.4363870582806157,"score_spread":0.1081058040429309,"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."}}