{"id":"W105645952","doi":"10.6017/ital.v19i1.10069","title":"The Internet as a Source of Academic Research Information: Findings of Two Pilot Studies","year":2017,"lang":"en","type":"article","venue":"Information Technology and Libraries","topic":"Web and Library Services","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Information superhighway; The Internet; Subject (documents); Government (linguistics); Entertainment; World Wide Web; Internet Architecture Board; Computer science; Quarter (Canadian coin); Internet Draft; Internet research; Information source (mathematics); Internet appliance; Internet privacy; Business; Advertising; Internet access; Political science; History","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005353258,0.00007541484,0.0001391408,0.0004535293,0.0005758099,0.0003859299,0.001835506,0.0001015657,0.000004108545],"category_scores_gemma":[0.0004250426,0.00005134832,0.00001652987,0.0003268448,0.001281493,0.01684396,0.001542322,0.0003159944,0.00002980354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003928232,"about_ca_system_score_gemma":0.00007605476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004153355,"about_ca_topic_score_gemma":0.000002560588,"domain_scores_codex":[0.9991339,0.00002880676,0.0004092632,0.00006141409,0.0002039059,0.0001627113],"domain_scores_gemma":[0.9987184,0.0002462013,0.000359973,0.0004912955,0.0001620701,0.00002206895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002328079,0.000002787238,0.006895959,0.00006015979,0.00002293964,9.054695e-8,0.005478905,0.000001653877,0.000008331133,0.9552906,0.001277898,0.03093741],"study_design_scores_gemma":[0.0009198684,0.0006995228,0.01536575,0.0002178969,0.000006786156,0.00002618142,0.009328726,0.002788725,0.05771442,0.6062411,0.3065007,0.000190329],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9412544,0.002213124,0.008047417,0.03266984,0.0002963982,0.0003459578,0.00000412901,0.0002716391,0.01489706],"genre_scores_gemma":[0.9975599,0.0003604701,0.001600676,0.000205546,0.00001020504,0.00001304214,0.000001897185,0.000001434738,0.0002468345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3490495,"threshold_uncertainty_score":0.9969069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04510818017021502,"score_gpt":0.3255924637191552,"score_spread":0.2804842835489402,"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."}}