{"id":"W4400963293","doi":"10.1515/9783986120955","title":"The Vienna Model 2","year":2024,"lang":"en","type":"book","venue":"","topic":"European Political History Analysis","field":"Arts and Humanities","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001089508,0.0001533974,0.0001445885,0.00005240171,0.000363087,0.0002576457,0.0002616851,0.00003805049,0.005220377],"category_scores_gemma":[0.000009582416,0.00008292577,0.0002468295,0.000004694042,0.0005346513,0.00003283079,0.00007857232,0.0003016955,0.01740611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001121657,"about_ca_system_score_gemma":0.0001138819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007304684,"about_ca_topic_score_gemma":0.0004926053,"domain_scores_codex":[0.9992772,0.00001489838,0.0001886236,0.0001865027,0.0001609655,0.0001718242],"domain_scores_gemma":[0.9994484,0.00008699737,0.00002884049,0.000329582,0.00005390921,0.00005224981],"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":[3.731855e-7,0.00000118589,3.348162e-10,0.00001188024,0.00003621141,0.00000366134,0.0006472263,0.000001695379,1.354418e-8,0.5173612,0.4818222,0.0001143933],"study_design_scores_gemma":[0.000006761218,0.000005246091,1.311273e-9,0.00001813329,0.000130874,2.441998e-7,0.00003752843,0.00172999,5.371751e-8,0.2502337,0.7477437,0.00009379169],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[8.821753e-8,0.002173567,0.00001983012,0.0004100655,0.0004416318,0.0000438774,0.0000501279,0.000137115,0.9967237],"genre_scores_gemma":[0.0000439662,0.00005340321,0.000006479263,0.0009126406,0.001321466,0.000003908414,0.00001793349,0.00005285476,0.9975873],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2671275,"threshold_uncertainty_score":0.995689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04155025394448255,"score_gpt":0.2179908235336645,"score_spread":0.176440569589182,"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."}}