{"id":"W2239772706","doi":"10.15252/embr.201541782","title":"Are you failing at scientific social media?","year":2015,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Social media; Political science; Internet privacy; Public relations; Computer science; Law","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01505511,0.0009259268,0.0009378644,0.003527994,0.007444503,0.01409153,0.001446701,0.01282348,0.04218623],"category_scores_gemma":[0.1010967,0.0005565868,0.001250677,0.003196727,0.01144118,0.0256908,0.005291113,0.01150309,0.02465185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001996483,"about_ca_system_score_gemma":0.004258605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004299245,"about_ca_topic_score_gemma":0.007095256,"domain_scores_codex":[0.989803,0.0037799,0.000662641,0.0007978674,0.003463161,0.001493485],"domain_scores_gemma":[0.9383858,0.02074389,0.009494059,0.003978326,0.01470116,0.0126967],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001245152,0.0001337674,0.02073232,0.000627755,0.0001602757,0.001024633,0.01036328,0.00003455792,0.0006159578,0.01598525,0.722644,0.2275537],"study_design_scores_gemma":[0.00004411298,0.0001166147,0.01149388,0.002281654,0.0001676066,0.003029954,0.04321523,0.0001296047,0.0005769393,0.04205684,0.896736,0.0001514972],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008320604,0.0102231,0.0008377086,0.9343441,0.01101126,0.00003174812,0.0002759813,0.000322744,0.03463265],"genre_scores_gemma":[0.1339278,0.04503462,0.003189298,0.7138573,0.02616527,0.0002803981,0.000523489,0.0008144319,0.07620742],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9859084,"threshold_uncertainty_score":0.141127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2616283217874198,"score_gpt":0.4252157916116268,"score_spread":0.163587469824207,"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."}}