{"id":"W6912871440","doi":"10.5446/15221","title":"Day 1: Practical Applications of Altmetrics and Novel and Experimental Uses of Altmetrics","year":2017,"lang":"en","type":"other","venue":"TIB KMO / FLOWWORKS GmbH","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Altmetrics; Bibliometrics; Citizen science; Period (music); Visualization","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007189392,0.0006102305,0.001134527,0.00202775,0.0001407286,0.0001032358,0.000524317,0.0008825319,0.0004360336],"category_scores_gemma":[0.001201734,0.0006094386,0.0001325489,0.001313341,0.001035884,0.0002069834,0.0005004315,0.0005674576,0.000133258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001047775,"about_ca_system_score_gemma":0.000202018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000389929,"about_ca_topic_score_gemma":0.00007746475,"domain_scores_codex":[0.9970749,0.0001048118,0.000621376,0.0008506999,0.0008809394,0.0004672433],"domain_scores_gemma":[0.9955564,0.0008341144,0.001564755,0.001522797,0.0002064748,0.0003154256],"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":[0.0003162179,0.005771925,0.005994485,0.001465954,0.001964893,0.0000328981,0.0007397467,0.00001995169,0.01553624,0.01365176,0.9246328,0.02987313],"study_design_scores_gemma":[0.003176132,0.0003358305,0.001506922,0.0007303622,0.0007789516,0.000103283,0.0002419026,0.0005258804,0.00766766,0.00008889249,0.9835873,0.001256912],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004049779,0.1001394,0.09016939,0.00018118,0.001273624,0.008154108,0.008367373,0.0008974301,0.7867677],"genre_scores_gemma":[0.3791884,0.008000559,0.1584181,0.0001762086,0.002744757,0.0009398678,0.001250288,0.006666935,0.4426149],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3751386,"threshold_uncertainty_score":0.9996357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04961309776074135,"score_gpt":0.3621958970460529,"score_spread":0.3125827992853116,"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."}}