{"id":"W4235330826","doi":"10.21971/p7hg62","title":"Contributors","year":2010,"lang":"en","type":"article","venue":"Crossing boundaries","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0004019825,0.000161231,0.0001776646,0.00006688825,0.01589146,0.08062358,0.0001791979,0.0001158473,0.0004600858],"category_scores_gemma":[0.0008930838,0.000151461,0.00006657702,0.0002104941,0.03083949,0.000428278,0.00006738063,0.0004092335,0.002113232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004855268,"about_ca_system_score_gemma":0.002952151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002746617,"about_ca_topic_score_gemma":0.001267798,"domain_scores_codex":[0.9988349,0.00002169072,0.0001948671,0.0002430486,0.0002426873,0.0004627931],"domain_scores_gemma":[0.9991645,0.00006917493,0.00009211015,0.0004059588,0.0001763602,0.00009189564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001614477,0.0001123203,0.0804615,0.00002244422,0.00006679256,0.00004667462,0.01283701,0.000003774691,0.6039915,0.2678268,0.02446125,0.01000853],"study_design_scores_gemma":[0.0004322374,0.0000156614,0.01937743,0.000007299047,0.00001309087,0.00003026576,0.00004603728,0.00005509922,0.02065126,0.005447211,0.9537264,0.0001980616],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929615,0.00008623758,0.0004143231,0.0001884762,0.00246548,0.00009240465,0.00007969233,0.0006322525,0.003079591],"genre_scores_gemma":[0.9955857,1.747553e-8,0.002102295,0.000156262,0.0003210389,0.000007287905,0.00001816659,0.00006542994,0.001743756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9292651,"threshold_uncertainty_score":0.9986637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01079101097905702,"score_gpt":0.2813815452308926,"score_spread":0.2705905342518355,"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."}}