{"id":"W2262228621","doi":"","title":"The Information Deluge: Navigating the Digital Age with Recent Scholars","year":2014,"lang":"en","type":"article","venue":"Intersections Canadian Journal of Music","topic":"Library Science and Administration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"History; Computer science; Data science; World Wide Web","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"],"consensus_categories":[],"category_scores_codex":[0.0007029327,0.00004133533,0.00003967384,0.00005207459,0.001807518,0.001387013,0.0002856903,0.00002291832,0.00005237887],"category_scores_gemma":[0.0004782072,0.00002237302,0.00003405189,0.000351742,0.0003201947,0.002502876,0.000004617878,0.00028661,0.00001436784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009406298,"about_ca_system_score_gemma":0.001100836,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006731671,"about_ca_topic_score_gemma":0.3166315,"domain_scores_codex":[0.9993256,0.00007787631,0.0001836291,0.00003411887,0.0002114206,0.0001673613],"domain_scores_gemma":[0.9993167,0.00009947093,0.000166697,0.00007649347,0.0001463142,0.0001943606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000308798,0.00001412765,0.01730215,0.00000328574,0.00006077741,0.00002329815,0.1263185,0.0005076564,0.00002138191,0.05342445,0.02100422,0.7812893],"study_design_scores_gemma":[0.00009056038,0.0001294939,0.005342676,0.00004780852,0.000006395448,0.00005383215,0.06038363,0.00004566163,0.00001318393,0.001129895,0.9327007,0.00005619352],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9114707,0.0000272067,0.0007383624,0.02767243,0.001528296,0.0001242345,0.000004622632,0.000010097,0.05842407],"genre_scores_gemma":[0.9988264,0.000008519166,0.00004082869,0.000737498,0.000243239,0.000001284623,0.0000013083,0.000002015513,0.0001388368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9116964,"threshold_uncertainty_score":0.9998826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01800567203921801,"score_gpt":0.2490312311982519,"score_spread":0.2310255591590338,"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."}}