{"id":"W4399670662","doi":"10.20360/langandlit29728","title":"Special Issue - Introduction","year":2024,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Media Influence and Health","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001144232,0.001744907,0.001515562,0.002980453,0.00129955,0.004654043,0.001695694,0.004456341,0.4284306],"category_scores_gemma":[0.005561572,0.000569362,0.001305817,0.001281169,0.0005265785,0.002579586,0.002071472,0.003470221,0.3046561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001194712,"about_ca_system_score_gemma":0.001583089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00141974,"about_ca_topic_score_gemma":0.002606379,"domain_scores_codex":[0.9989802,0.00009400636,0.0000918846,0.0001725196,0.0004943374,0.0001670045],"domain_scores_gemma":[0.9947743,0.0006190032,0.0003239672,0.0002032118,0.0027369,0.001342681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001998918,0.00002226711,0.00005475825,0.0001012731,0.000001586876,0.00004811843,0.00000518174,0.0000107494,0.00008762829,0.0001507364,0.989414,0.0100837],"study_design_scores_gemma":[0.0000165745,0.00004210341,0.000565663,0.0001988014,0.000004369254,0.0001853181,0.00002100252,0.00002883906,0.00008038163,0.00043235,0.9984157,0.000008898424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0005101447,0.00759876,0.0004565852,0.02812549,0.8158425,0.0003669847,0.002902219,0.0008495736,0.1433477],"genre_scores_gemma":[0.002473515,0.008134315,0.0005170754,0.02945014,0.4642886,0.000322558,0.004111667,0.0006094351,0.4900928],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.4284306,"threshold_uncertainty_score":0.8152743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01157705471257367,"score_gpt":0.2810746012238802,"score_spread":0.2694975465113065,"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."}}