{"id":"W4386384329","doi":"10.1515/9781772124262-001","title":"Preface","year":2019,"lang":"en","type":"book-chapter","venue":"University of Alberta Press eBooks","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University of Edmonton","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009223941,0.000104083,0.0002166862,0.00003379855,0.0002563561,0.000007875119,0.0005949092,0.000212316,0.0003775526],"category_scores_gemma":[0.00001586031,0.0001274632,0.0001060977,0.000002810665,0.0003734551,0.0000345021,0.0002675689,0.0001596509,0.00006211254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005419987,"about_ca_system_score_gemma":0.0001483513,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06156369,"about_ca_topic_score_gemma":0.05856564,"domain_scores_codex":[0.9993659,0.00003780595,0.00008255552,0.0001590437,0.0002303872,0.0001242653],"domain_scores_gemma":[0.9990053,0.0002282029,0.0001917873,0.000416805,0.0001003375,0.0000575518],"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":[0.00001801901,0.000004783212,0.000007137222,0.00002737937,0.00008472583,7.623096e-7,0.02365704,8.437472e-7,0.000001712012,0.9653258,0.007334866,0.00353694],"study_design_scores_gemma":[0.0001283952,0.00001802685,0.000006704516,0.0000838171,0.00006692306,6.455119e-8,0.0008049191,0.000002809999,0.000004847216,0.0008591376,0.9978994,0.0001249415],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005062486,0.0002034332,0.000006712346,0.0002116166,0.0001302368,0.0002644203,0.000007354467,0.00001539118,0.9991102],"genre_scores_gemma":[0.002392811,0.001248732,0.000070133,0.00001892039,0.00003776089,7.737207e-8,0.000007364125,0.000009233526,0.996215],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9905645,"threshold_uncertainty_score":0.9586131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03713601598483678,"score_gpt":0.2351580808066415,"score_spread":0.1980220648218047,"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."}}