{"id":"W3112697136","doi":"10.5703/1288284317165","title":"Incoming!: Surviving the Barrage of Vendor Communications","year":2020,"lang":"en","type":"article","venue":"","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"Vendor; Phone; Relevance (law); Perspective (graphical); Computer science; Feeling; Telecommunications; Business; Marketing; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.00009735072,0.0000332093,0.00005433577,0.000009556344,0.00007387454,0.00004688868,0.002253575,0.000009747901,0.00003927537],"category_scores_gemma":[0.0000121938,0.00002113855,0.00002393502,0.0002281733,0.00002983416,0.0003333855,0.0007951972,0.0000564455,0.0000228828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001321555,"about_ca_system_score_gemma":0.00002012281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007568344,"about_ca_topic_score_gemma":0.00002977826,"domain_scores_codex":[0.9996322,0.00006742075,0.00009607206,0.00007386395,0.00007171131,0.0000586963],"domain_scores_gemma":[0.9990687,0.0001806393,0.00003603868,0.0006695289,0.0000130269,0.00003201757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002589074,0.00004556748,0.01161948,0.00003835278,0.00002670226,0.000001509183,0.01349874,0.00006997403,0.003274611,0.9556429,0.003538094,0.01224148],"study_design_scores_gemma":[0.000432069,0.0001303609,0.07528273,0.00003383682,0.00001031306,0.000004677815,0.00152827,0.6988365,0.0177305,0.00633858,0.1993625,0.000309632],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1126198,0.0009816766,0.221085,0.3648247,0.0002685651,0.0003317123,0.000005869477,0.0005149799,0.2993677],"genre_scores_gemma":[0.9821113,0.000009696158,0.01490874,0.002880501,0.00001726085,0.000001740789,6.286936e-7,0.000001897573,0.00006828438],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9493043,"threshold_uncertainty_score":0.418774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03860212139472906,"score_gpt":0.2235806400371529,"score_spread":0.1849785186424238,"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."}}