{"id":"W2795268402","doi":"10.5539/ies.v11n4p84","title":"Invisible Web and Academic Research: A Partnership for Quality","year":2018,"lang":"en","type":"article","venue":"International Education Studies","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Paragraph; Sample (material); Quality (philosophy); Arabic; Descriptive research; Higher education; Psychology; Sociology; Medical education; World Wide Web; Computer science; Political science; Medicine; Social science","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":[],"consensus_categories":[],"category_scores_codex":[0.001456281,0.0000579844,0.00009218898,0.0002228092,0.0002182376,0.0001038275,0.0004631864,0.00002824555,0.000006422602],"category_scores_gemma":[0.002531403,0.00005102454,0.00002547552,0.0002651595,0.0001950387,0.0003528263,0.0002563129,0.00009492168,0.00003851237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005274486,"about_ca_system_score_gemma":0.0001976384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002760147,"about_ca_topic_score_gemma":0.00002144856,"domain_scores_codex":[0.9990338,0.00008114543,0.0001868967,0.0002798677,0.0002836086,0.0001346902],"domain_scores_gemma":[0.9972068,0.000527729,0.00006947772,0.0001988255,0.001951653,0.00004553676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002063615,0.0001129396,0.02334081,0.00003609998,0.000288025,1.8279e-7,0.00766171,7.930314e-7,0.0008427359,0.4930082,0.4046661,0.0700218],"study_design_scores_gemma":[0.0004547253,0.0001080673,0.01894885,0.0001408701,0.00001978856,0.000006337647,0.008736655,0.0062761,0.001404108,0.1219153,0.8417045,0.0002846437],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8399311,0.004537409,0.03147465,0.1024596,0.003991477,0.0003230014,0.00002961682,0.000200905,0.01705227],"genre_scores_gemma":[0.9831696,0.0002738688,0.01131283,0.0008435216,0.000687873,0.000108899,0.00001010332,0.00000358917,0.003589773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4370385,"threshold_uncertainty_score":0.3030509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6143202558448452,"score_gpt":0.6043780340355053,"score_spread":0.009942221809339902,"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."}}