{"id":"W6950654354","doi":"10.5446/36344","title":"Fighting Back in the War on General Purpose Computers","year":2015,"lang":"en","type":"other","venue":"TIB KMO / FLOWWORKS GmbH","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Brother; Frontier; Movie theater; Spanish Civil War; Apollo; Espionage; Hollywood","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001227437,0.000956135,0.0009016824,0.0006968811,0.00009118787,0.0001464657,0.001704013,0.0009083999,0.004122107],"category_scores_gemma":[0.00008483616,0.0007036104,0.0002263798,0.0009876395,0.0001775557,0.00008901021,0.0002604889,0.001606762,0.06110102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004046259,"about_ca_system_score_gemma":0.0001572122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000461204,"about_ca_topic_score_gemma":0.001159629,"domain_scores_codex":[0.9954697,0.0007228553,0.0005869881,0.0009932937,0.001137107,0.001090046],"domain_scores_gemma":[0.9973921,0.0002023878,0.0004252733,0.001679862,0.0000676454,0.0002327743],"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":[0.00005948135,0.0001750379,0.00007478722,0.00004664341,0.00009036927,0.0001663942,0.0007647008,0.001361093,0.00002024953,0.0001366531,0.9938005,0.003304141],"study_design_scores_gemma":[0.001356211,0.0001007724,0.0001126851,0.001150304,0.00005451796,0.00002817527,0.00007069538,0.004488456,0.000008996052,0.00007442132,0.9916846,0.0008701349],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001118649,0.002480677,0.0001094719,0.0002834665,0.002148065,0.001728761,0.0003918649,0.0007263879,0.9910126],"genre_scores_gemma":[0.001305986,0.0001129209,0.005556544,0.002593565,0.007629182,0.0001150453,0.001782829,0.004361301,0.9765427],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05697891,"threshold_uncertainty_score":0.9995415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02587586370099259,"score_gpt":0.2627082592557584,"score_spread":0.2368323955547658,"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."}}