{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1271402,0.000458217,0.0008268117,0.004859202,0.01038321,0.04024966,0.002164638,0.007644022,0.00778156],"category_scores_gemma":[0.1144732,0.0006563209,0.0008051455,0.005135256,0.03935485,0.03059535,0.03525195,0.01327474,0.001450531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00944888,"about_ca_system_score_gemma":0.04625835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002464039,"about_ca_topic_score_gemma":0.002570258,"domain_scores_codex":[0.8594392,0.1101594,0.003863144,0.003646754,0.01727574,0.00561588],"domain_scores_gemma":[0.6175707,0.2020937,0.02663445,0.03679048,0.03632584,0.08058485],"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":[0.00008651202,0.0004007336,0.01313199,0.001035133,0.0001236468,0.0006351153,0.05577977,0.000437806,0.0006612904,0.5939612,0.05961297,0.2741338],"study_design_scores_gemma":[0.00006982488,0.0001828488,0.005120321,0.002088926,0.00004006143,0.0006981992,0.06798316,0.0007960959,0.0003491807,0.3120264,0.6105763,0.00006869372],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01907267,0.02408482,0.02952601,0.8265531,0.003386057,0.0001979325,0.00004309537,0.0002090123,0.09692743],"genre_scores_gemma":[0.8529562,0.01743029,0.02860848,0.0739864,0.004024532,0.0003173535,0.00006279331,0.0002478696,0.02236596],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1271402,"threshold_uncertainty_score":0.6723896,"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."}}