{"id":"W4396646452","doi":"10.1016/j.polgeo.2024.103115","title":"Review forum","year":2024,"lang":"en","type":"article","venue":"Political Geography","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"H2020 European Research Council","keywords":"Political 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":[],"consensus_categories":[],"category_scores_codex":[0.0002853966,0.00004213947,0.00007591823,0.00003886194,0.0002082895,0.00004082009,0.0001544205,0.00002683443,0.0004584249],"category_scores_gemma":[0.0001552061,0.00003487752,0.000111335,0.0003303701,0.000239389,0.00005205091,0.00004399168,0.00008700746,0.000261505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001462504,"about_ca_system_score_gemma":0.00003537331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000853651,"about_ca_topic_score_gemma":0.0001234939,"domain_scores_codex":[0.9992383,0.00008330748,0.0000937771,0.00009307174,0.0001474065,0.0003441047],"domain_scores_gemma":[0.9994887,0.0001844507,0.000005858256,0.0001474923,0.00003186121,0.0001416644],"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":[1.50606e-7,0.000006769646,0.0005755865,0.0001039705,0.000009338071,6.197526e-7,0.0001251979,1.139536e-9,2.127287e-7,0.9534793,0.0342246,0.01147422],"study_design_scores_gemma":[0.00001023335,0.000007099159,0.00038873,0.000370924,0.00001891398,2.240244e-7,0.0005367603,0.000003087456,0.000001056879,0.03987439,0.9587431,0.00004551666],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.000137992,0.2410923,0.0000533727,0.1613431,0.0003465801,0.0001455768,0.000004413258,0.0001627975,0.5967139],"genre_scores_gemma":[0.8296874,0.148671,0.0002037378,0.02021452,0.0004376286,0.00009043452,0.000005812677,0.000009408876,0.000680046],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9245185,"threshold_uncertainty_score":0.5019431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03109737206207153,"score_gpt":0.3653104372849271,"score_spread":0.3342130652228555,"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."}}