{"id":"W2912666405","doi":"10.5539/ies.v12n2p67","title":"Mechanisms for the Appraisal of Electronic Information Resources","year":2019,"lang":"en","type":"article","venue":"International Education Studies","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Mathematics education; Electronic learning; Pedagogy; Educational technology","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":[0.0001462032,0.00005989717,0.00007098037,0.0001324606,0.0000748758,0.000129168,0.0004699006,0.00001550807,0.00001892676],"category_scores_gemma":[0.0002882745,0.00004114379,0.0000450947,0.00019779,0.00002042601,0.001310259,0.0001116789,0.00003285791,0.00003414848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000389813,"about_ca_system_score_gemma":0.0001867885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004699205,"about_ca_topic_score_gemma":0.000001220829,"domain_scores_codex":[0.9993821,0.000008743466,0.0001958041,0.00009106014,0.0002338898,0.00008834153],"domain_scores_gemma":[0.9986764,0.0004462235,0.0001334421,0.0001228379,0.0006089815,0.00001218151],"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":[0.00003158431,0.00005156865,0.001826475,0.00002447326,0.0002304699,9.440116e-9,0.004799377,0.0001664418,0.0000647952,0.9220269,0.02243494,0.04834297],"study_design_scores_gemma":[0.0002435657,0.00006773931,0.005269444,0.00001847755,0.000004893412,0.000002467067,0.002969684,0.002974469,0.001020753,0.0455058,0.9418296,0.00009306231],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2612651,0.00291584,0.6209944,0.0264233,0.02354362,0.001429772,0.00001546097,0.00026655,0.06314599],"genre_scores_gemma":[0.9859523,0.00007040406,0.005880562,0.0006741288,0.00005639485,0.0001363312,0.000007779565,0.000002982089,0.007219096],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9193947,"threshold_uncertainty_score":0.1677795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01793757971941937,"score_gpt":0.3051189983426133,"score_spread":0.2871814186231939,"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."}}