{"id":"W4417340304","doi":"10.18438/eblip30873","title":"New Information Literacy Model for Identifying Mis/Disinformation Falls Short of Determining and Addressing a Need","year":2025,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Misinformation; Disinformation; Information literacy; Media literacy; Identification (biology); Critical literacy","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":[0.02276504,0.001137697,0.001547864,0.01538023,0.002181569,0.01169561,0.001869687,0.004691612,0.004632483],"category_scores_gemma":[0.05400839,0.0006809218,0.001939659,0.007019752,0.0115488,0.02717895,0.004922672,0.008130925,0.002783466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007192316,"about_ca_system_score_gemma":0.01831188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004677545,"about_ca_topic_score_gemma":0.005991088,"domain_scores_codex":[0.9791064,0.00894032,0.002981833,0.001107087,0.00716047,0.0007038729],"domain_scores_gemma":[0.9302235,0.04541871,0.004240958,0.002554142,0.01501216,0.002550614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004768912,0.0002905061,0.01454629,0.01620341,0.0002265247,0.0004239758,0.01698412,0.0005610207,0.001008994,0.2310977,0.1137252,0.6048846],"study_design_scores_gemma":[0.0000354383,0.0002261704,0.01521527,0.0362974,0.0003275111,0.002021807,0.02243472,0.001204658,0.001192305,0.1588047,0.7620478,0.0001923583],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01540928,0.2866807,0.05659876,0.501635,0.006264472,0.0007775637,0.0006146001,0.0004657533,0.1315539],"genre_scores_gemma":[0.2843355,0.474945,0.09742437,0.1082416,0.005403776,0.001494278,0.001137369,0.000283954,0.02673421],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02276504,"threshold_uncertainty_score":0.1203945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06003619305173224,"score_gpt":0.3800718024294475,"score_spread":0.3200356093777153,"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."}}