{"id":"W4388454025","doi":"10.1386/jciaw_00103_2","title":"Introduction","year":2023,"lang":"en","type":"article","venue":"Journal of Contemporary Iraq & the Arab World","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009238318,0.00009497642,0.0001720155,0.0002948655,0.0002447697,0.000192246,0.0002258953,0.00001438909,0.0009429735],"category_scores_gemma":[0.00008390626,0.00005670056,0.0001275838,0.0001633451,0.0001113917,0.0007673726,0.00001889539,0.0002639159,0.0003616938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002754388,"about_ca_system_score_gemma":0.0001335062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003440204,"about_ca_topic_score_gemma":0.00006569576,"domain_scores_codex":[0.9989596,0.0001064957,0.0004514002,0.00008316502,0.0002567672,0.0001425524],"domain_scores_gemma":[0.9990013,0.0001593933,0.0003728688,0.0001908567,0.0002146331,0.00006096599],"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":[0.00006637615,0.00003948585,0.0005034579,0.00001286287,0.00005066595,0.00001104633,0.1242283,0.000007466231,0.00002478348,0.007248371,0.8654851,0.002321993],"study_design_scores_gemma":[0.0002362548,0.00007098321,0.001157672,0.00004042672,0.0000207692,0.00001627048,0.02695755,0.00002044785,0.0001050373,0.005715677,0.9655843,0.0000745697],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8100976,0.00193963,0.00001135416,0.1252407,0.01927221,0.00019503,0.000007952603,0.0000888774,0.04314664],"genre_scores_gemma":[0.9103754,0.00004705221,0.00001034087,0.000890938,0.01903434,0.000003424243,0.00000974977,0.00001301727,0.06961575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1243497,"threshold_uncertainty_score":0.9999703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05197015165381594,"score_gpt":0.2600133336585951,"score_spread":0.2080431820047791,"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."}}