{"id":"W4392117186","doi":"10.5771/9781538120323-129","title":"G","year":2021,"lang":"en","type":"book-chapter","venue":"Rowman & Littlefield Publishers eBooks","topic":"Historical Geopolitical and Social Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000419216,0.0003615861,0.0005656327,0.0001259618,0.0007414723,0.000763769,0.0006343804,0.001400498,0.006528516],"category_scores_gemma":[0.0003708774,0.0003999453,0.0005102976,0.00004680284,0.0006435259,0.0001903945,0.0001639213,0.001081397,0.0002431861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003555833,"about_ca_system_score_gemma":0.001031428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001627074,"about_ca_topic_score_gemma":0.002275164,"domain_scores_codex":[0.9972035,0.0001018806,0.0004523745,0.0005851475,0.0009139971,0.0007431258],"domain_scores_gemma":[0.9980395,0.0003031674,0.0001589445,0.0004887632,0.0003727423,0.0006368279],"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":[0.000003019945,0.000008661968,0.000003200828,0.00002075768,0.00005369807,0.0000546433,0.001713842,6.276972e-8,3.544164e-7,0.9189878,0.06937253,0.009781435],"study_design_scores_gemma":[0.00008040675,0.00002069275,0.000002283632,0.00005061064,0.00005112551,7.216144e-7,0.0004411782,8.844297e-7,5.578615e-7,0.182596,0.8163796,0.0003759548],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001399836,0.0003693647,0.0000524097,0.00185269,0.002253237,0.0002414181,0.00002184037,0.0002370909,0.9949579],"genre_scores_gemma":[0.001464952,0.00002767832,0.0001278665,0.002075633,0.002486022,0.00001351805,0.0000622735,0.00006638971,0.9936756],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7470071,"threshold_uncertainty_score":0.9998959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02503278455589785,"score_gpt":0.2574357267237418,"score_spread":0.2324029421678439,"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."}}