{"id":"W4231027221","doi":"10.2174/221327590901160304194653","title":"Preface:","year":2016,"lang":"en","type":"article","venue":"Recent Patents on Computer Science","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001273376,0.001014262,0.0006301071,0.002813806,0.002194344,0.003190764,0.001381586,0.001460134,0.4611444],"category_scores_gemma":[0.01363847,0.0002362162,0.000533055,0.001714841,0.0004372208,0.002255703,0.001924089,0.002770867,0.3817906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001916073,"about_ca_system_score_gemma":0.002370387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005374772,"about_ca_topic_score_gemma":0.007753611,"domain_scores_codex":[0.9992682,0.0001099065,0.00004750012,0.0001291105,0.0003749827,0.00007022647],"domain_scores_gemma":[0.9927699,0.001010191,0.0002573171,0.0004458791,0.004510025,0.001006695],"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":[0.00001363911,0.000007211854,0.00002417631,0.00003676315,6.07382e-7,0.00001041247,0.000006632463,0.00001145497,0.00003250323,0.0004874268,0.9893627,0.01000655],"study_design_scores_gemma":[0.000006052432,0.000008738031,0.0002534712,0.00009792082,0.000001676828,0.00002480444,0.00002954843,0.00002786382,0.00007678245,0.001175673,0.9982931,0.00000438662],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0008730903,0.01002388,0.003385261,0.06309351,0.4232726,0.0006374156,0.01856211,0.001634671,0.4785174],"genre_scores_gemma":[0.003813142,0.003397661,0.001318474,0.02044428,0.04827,0.0002803796,0.009026128,0.0007582497,0.9126916],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5388556,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04554015982171961,"score_gpt":0.2811982074271148,"score_spread":0.2356580476053952,"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."}}