{"id":"W7112819297","doi":"","title":"Open Media Science","year":2016,"lang":"en","type":"article","venue":"VBN Forskningsportal (Aalborg Universitet)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Open science; Face (sociological concept); Citizen science; Open source; Digital media; New media","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":["scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006644756,0.0001925562,0.0002872634,0.001024,0.0007556686,0.001151091,0.007545065,0.00004950556,0.00325671],"category_scores_gemma":[0.003086194,0.0001200204,0.0001046047,0.003579565,0.0008969246,0.003055609,0.004544626,0.00008580893,0.002906265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001568318,"about_ca_system_score_gemma":0.0003257714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001863224,"about_ca_topic_score_gemma":0.0001118919,"domain_scores_codex":[0.995034,0.00005332801,0.0004887743,0.001441078,0.002364633,0.0006182081],"domain_scores_gemma":[0.9962217,0.0006892591,0.0003540477,0.001795314,0.0005273191,0.0004123161],"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":[0.0001859238,0.0001807457,0.0699845,0.000003926427,0.00004115229,0.0003204939,0.002420765,0.00003777933,0.003837401,0.2119139,0.4108891,0.3001844],"study_design_scores_gemma":[0.001508403,0.0001093665,0.05257288,0.00008111122,0.00002709431,0.00001756063,0.004557928,0.0004237882,0.001649326,0.0194141,0.9190774,0.0005610758],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7557375,0.00002046648,0.00890178,0.002278764,0.002456374,0.0003747275,0.00007903052,0.0001983233,0.229953],"genre_scores_gemma":[0.9554902,0.000004145476,0.00179905,0.0002132628,0.00007816828,0.000001101056,0.000007976229,0.00001115114,0.04239492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5081883,"threshold_uncertainty_score":0.9998858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1534766614314483,"score_gpt":0.3855964629308183,"score_spread":0.2321198014993699,"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."}}