{"id":"W4402644244","doi":"10.7202/1113561ar","title":"How Strange","year":2024,"lang":"en","type":"article","venue":"The Trumpeter","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001850337,0.00009089032,0.00006264809,0.00004212018,0.0000429606,0.0002918737,0.0002022642,0.00002451445,0.0005757186],"category_scores_gemma":[0.000009078972,0.0000485737,0.00007601028,0.0001617367,0.00006980461,0.0001520533,0.00003235156,0.000142196,0.02112448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002572109,"about_ca_system_score_gemma":0.00001285759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000065447,"about_ca_topic_score_gemma":0.0000169999,"domain_scores_codex":[0.9993927,0.00004735209,0.0000514454,0.0001420546,0.000161724,0.0002047552],"domain_scores_gemma":[0.9995756,0.00006188842,0.000007991891,0.0003156232,0.000007871764,0.00003108646],"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":[0.0001556711,0.0000926259,0.0006670921,0.0002547539,0.0006767932,0.0004661596,0.01092476,0.00001141055,0.2654191,0.1062991,0.4967491,0.1182834],"study_design_scores_gemma":[0.0002126422,0.00005336272,0.00509424,0.0000580257,0.0000920735,0.00007253609,0.0001588497,0.0009693733,0.008359306,0.007981695,0.976707,0.0002409229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9282563,0.002140474,0.0001440591,0.02000703,0.0009204734,0.0002932915,0.0001206324,0.001269414,0.04684827],"genre_scores_gemma":[0.984511,0.000003991826,0.00005383748,0.0001793861,0.0003028985,0.0000133887,0.0000035184,0.00006467079,0.01486733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4799578,"threshold_uncertainty_score":0.9796377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02416260714923229,"score_gpt":0.2461195122393874,"score_spread":0.2219569050901551,"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."}}