{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.00362992,0.00009498504,0.0001860846,0.00009891332,0.001597581,0.0001517594,0.0001397716,0.0001713052,0.0002244966],"category_scores_gemma":[0.02120441,0.0001047056,0.00006146002,0.00060334,0.0005171272,0.0002319655,0.00005877681,0.0001388626,0.000158763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009197299,"about_ca_system_score_gemma":0.00130766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001183457,"about_ca_topic_score_gemma":0.00748384,"domain_scores_codex":[0.9973856,0.0002297811,0.0003922818,0.0003785167,0.001138955,0.0004748443],"domain_scores_gemma":[0.9977928,0.00047971,0.0006030201,0.000229326,0.0004575172,0.000437637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001005493,0.00009963827,0.35609,0.00002639054,0.00001030481,0.0002146472,0.5037986,0.000003035804,0.00004952104,0.001487418,0.1256569,0.01255355],"study_design_scores_gemma":[0.0001091067,0.000006030803,0.06517643,0.0000227909,0.00001637088,0.00001194218,0.04541866,0.000002405653,0.0001247901,0.007530808,0.8813664,0.0002142888],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9407961,0.0002527861,0.000003394895,0.00587054,0.0400621,0.0004662952,0.000001926586,0.0001671526,0.01237967],"genre_scores_gemma":[0.9930652,0.000004468171,0.0001552502,0.000115647,0.005173594,0.0001645229,0.00001864121,0.00001679227,0.001285824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7557095,"threshold_uncertainty_score":0.9997022,"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."}}